output/02_simple_linear_regression__housing.html

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.glyphicon-triangle-bottom:before {
  content: "\e252";
}
.glyphicon-triangle-top:before {
  content: "\e253";
}
.glyphicon-console:before {
  content: "\e254";
}
.glyphicon-superscript:before {
  content: "\e255";
}
.glyphicon-subscript:before {
  content: "\e256";
}
.glyphicon-menu-left:before {
  content: "\e257";
}
.glyphicon-menu-right:before {
  content: "\e258";
}
.glyphicon-menu-down:before {
  content: "\e259";
}
.glyphicon-menu-up:before {
  content: "\e260";
}
* {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
*:before,
*:after {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
html {
  font-size: 10px;
  -webkit-tap-highlight-color: rgba(0, 0, 0, 0);
}
body {
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-size: 13px;
  line-height: 1.42857143;
  color: #000;
  background-color: #fff;
}
input,
button,
select,
textarea {
  font-family: inherit;
  font-size: inherit;
  line-height: inherit;
}
a {
  color: #337ab7;
  text-decoration: none;
}
a:hover,
a:focus {
  color: #23527c;
  text-decoration: underline;
}
a:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
figure {
  margin: 0;
}
img {
  vertical-align: middle;
}
.img-responsive,
.thumbnail > img,
.thumbnail a > img,
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  display: block;
  max-width: 100%;
  height: auto;
}
.img-rounded {
  border-radius: 3px;
}
.img-thumbnail {
  padding: 4px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: all 0.2s ease-in-out;
  -o-transition: all 0.2s ease-in-out;
  transition: all 0.2s ease-in-out;
  display: inline-block;
  max-width: 100%;
  height: auto;
}
.img-circle {
  border-radius: 50%;
}
hr {
  margin-top: 18px;
  margin-bottom: 18px;
  border: 0;
  border-top: 1px solid #eeeeee;
}
.sr-only {
  position: absolute;
  width: 1px;
  height: 1px;
  margin: -1px;
  padding: 0;
  overflow: hidden;
  clip: rect(0, 0, 0, 0);
  border: 0;
}
.sr-only-focusable:active,
.sr-only-focusable:focus {
  position: static;
  width: auto;
  height: auto;
  margin: 0;
  overflow: visible;
  clip: auto;
}
[role="button"] {
  cursor: pointer;
}
h1,
h2,
h3,
h4,
h5,
h6,
.h1,
.h2,
.h3,
.h4,
.h5,
.h6 {
  font-family: inherit;
  font-weight: 500;
  line-height: 1.1;
  color: inherit;
}
h1 small,
h2 small,
h3 small,
h4 small,
h5 small,
h6 small,
.h1 small,
.h2 small,
.h3 small,
.h4 small,
.h5 small,
.h6 small,
h1 .small,
h2 .small,
h3 .small,
h4 .small,
h5 .small,
h6 .small,
.h1 .small,
.h2 .small,
.h3 .small,
.h4 .small,
.h5 .small,
.h6 .small {
  font-weight: normal;
  line-height: 1;
  color: #777777;
}
h1,
.h1,
h2,
.h2,
h3,
.h3 {
  margin-top: 18px;
  margin-bottom: 9px;
}
h1 small,
.h1 small,
h2 small,
.h2 small,
h3 small,
.h3 small,
h1 .small,
.h1 .small,
h2 .small,
.h2 .small,
h3 .small,
.h3 .small {
  font-size: 65%;
}
h4,
.h4,
h5,
.h5,
h6,
.h6 {
  margin-top: 9px;
  margin-bottom: 9px;
}
h4 small,
.h4 small,
h5 small,
.h5 small,
h6 small,
.h6 small,
h4 .small,
.h4 .small,
h5 .small,
.h5 .small,
h6 .small,
.h6 .small {
  font-size: 75%;
}
h1,
.h1 {
  font-size: 33px;
}
h2,
.h2 {
  font-size: 27px;
}
h3,
.h3 {
  font-size: 23px;
}
h4,
.h4 {
  font-size: 17px;
}
h5,
.h5 {
  font-size: 13px;
}
h6,
.h6 {
  font-size: 12px;
}
p {
  margin: 0 0 9px;
}
.lead {
  margin-bottom: 18px;
  font-size: 14px;
  font-weight: 300;
  line-height: 1.4;
}
@media (min-width: 768px) {
  .lead {
    font-size: 19.5px;
  }
}
small,
.small {
  font-size: 92%;
}
mark,
.mark {
  background-color: #fcf8e3;
  padding: .2em;
}
.text-left {
  text-align: left;
}
.text-right {
  text-align: right;
}
.text-center {
  text-align: center;
}
.text-justify {
  text-align: justify;
}
.text-nowrap {
  white-space: nowrap;
}
.text-lowercase {
  text-transform: lowercase;
}
.text-uppercase {
  text-transform: uppercase;
}
.text-capitalize {
  text-transform: capitalize;
}
.text-muted {
  color: #777777;
}
.text-primary {
  color: #337ab7;
}
a.text-primary:hover,
a.text-primary:focus {
  color: #286090;
}
.text-success {
  color: #3c763d;
}
a.text-success:hover,
a.text-success:focus {
  color: #2b542c;
}
.text-info {
  color: #31708f;
}
a.text-info:hover,
a.text-info:focus {
  color: #245269;
}
.text-warning {
  color: #8a6d3b;
}
a.text-warning:hover,
a.text-warning:focus {
  color: #66512c;
}
.text-danger {
  color: #a94442;
}
a.text-danger:hover,
a.text-danger:focus {
  color: #843534;
}
.bg-primary {
  color: #fff;
  background-color: #337ab7;
}
a.bg-primary:hover,
a.bg-primary:focus {
  background-color: #286090;
}
.bg-success {
  background-color: #dff0d8;
}
a.bg-success:hover,
a.bg-success:focus {
  background-color: #c1e2b3;
}
.bg-info {
  background-color: #d9edf7;
}
a.bg-info:hover,
a.bg-info:focus {
  background-color: #afd9ee;
}
.bg-warning {
  background-color: #fcf8e3;
}
a.bg-warning:hover,
a.bg-warning:focus {
  background-color: #f7ecb5;
}
.bg-danger {
  background-color: #f2dede;
}
a.bg-danger:hover,
a.bg-danger:focus {
  background-color: #e4b9b9;
}
.page-header {
  padding-bottom: 8px;
  margin: 36px 0 18px;
  border-bottom: 1px solid #eeeeee;
}
ul,
ol {
  margin-top: 0;
  margin-bottom: 9px;
}
ul ul,
ol ul,
ul ol,
ol ol {
  margin-bottom: 0;
}
.list-unstyled {
  padding-left: 0;
  list-style: none;
}
.list-inline {
  padding-left: 0;
  list-style: none;
  margin-left: -5px;
}
.list-inline > li {
  display: inline-block;
  padding-left: 5px;
  padding-right: 5px;
}
dl {
  margin-top: 0;
  margin-bottom: 18px;
}
dt,
dd {
  line-height: 1.42857143;
}
dt {
  font-weight: bold;
}
dd {
  margin-left: 0;
}
@media (min-width: 541px) {
  .dl-horizontal dt {
    float: left;
    width: 160px;
    clear: left;
    text-align: right;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
  }
  .dl-horizontal dd {
    margin-left: 180px;
  }
}
abbr[title],
abbr[data-original-title] {
  cursor: help;
  border-bottom: 1px dotted #777777;
}
.initialism {
  font-size: 90%;
  text-transform: uppercase;
}
blockquote {
  padding: 9px 18px;
  margin: 0 0 18px;
  font-size: inherit;
  border-left: 5px solid #eeeeee;
}
blockquote p:last-child,
blockquote ul:last-child,
blockquote ol:last-child {
  margin-bottom: 0;
}
blockquote footer,
blockquote small,
blockquote .small {
  display: block;
  font-size: 80%;
  line-height: 1.42857143;
  color: #777777;
}
blockquote footer:before,
blockquote small:before,
blockquote .small:before {
  content: '\2014 \00A0';
}
.blockquote-reverse,
blockquote.pull-right {
  padding-right: 15px;
  padding-left: 0;
  border-right: 5px solid #eeeeee;
  border-left: 0;
  text-align: right;
}
.blockquote-reverse footer:before,
blockquote.pull-right footer:before,
.blockquote-reverse small:before,
blockquote.pull-right small:before,
.blockquote-reverse .small:before,
blockquote.pull-right .small:before {
  content: '';
}
.blockquote-reverse footer:after,
blockquote.pull-right footer:after,
.blockquote-reverse small:after,
blockquote.pull-right small:after,
.blockquote-reverse .small:after,
blockquote.pull-right .small:after {
  content: '\00A0 \2014';
}
address {
  margin-bottom: 18px;
  font-style: normal;
  line-height: 1.42857143;
}
code,
kbd,
pre,
samp {
  font-family: monospace;
}
code {
  padding: 2px 4px;
  font-size: 90%;
  color: #c7254e;
  background-color: #f9f2f4;
  border-radius: 2px;
}
kbd {
  padding: 2px 4px;
  font-size: 90%;
  color: #888;
  background-color: transparent;
  border-radius: 1px;
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.25);
}
kbd kbd {
  padding: 0;
  font-size: 100%;
  font-weight: bold;
  box-shadow: none;
}
pre {
  display: block;
  padding: 8.5px;
  margin: 0 0 9px;
  font-size: 12px;
  line-height: 1.42857143;
  word-break: break-all;
  word-wrap: break-word;
  color: #333333;
  background-color: #f5f5f5;
  border: 1px solid #ccc;
  border-radius: 2px;
}
pre code {
  padding: 0;
  font-size: inherit;
  color: inherit;
  white-space: pre-wrap;
  background-color: transparent;
  border-radius: 0;
}
.pre-scrollable {
  max-height: 340px;
  overflow-y: scroll;
}
.container {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
@media (min-width: 768px) {
  .container {
    width: 768px;
  }
}
@media (min-width: 992px) {
  .container {
    width: 940px;
  }
}
@media (min-width: 1200px) {
  .container {
    width: 1140px;
  }
}
.container-fluid {
  margin-right: auto;
  margin-left: auto;
  padding-left: 0px;
  padding-right: 0px;
}
.row {
  margin-left: 0px;
  margin-right: 0px;
}
.col-xs-1, .col-sm-1, .col-md-1, .col-lg-1, .col-xs-2, .col-sm-2, .col-md-2, .col-lg-2, .col-xs-3, .col-sm-3, .col-md-3, .col-lg-3, .col-xs-4, .col-sm-4, .col-md-4, .col-lg-4, .col-xs-5, .col-sm-5, .col-md-5, .col-lg-5, .col-xs-6, .col-sm-6, .col-md-6, .col-lg-6, .col-xs-7, .col-sm-7, .col-md-7, .col-lg-7, .col-xs-8, .col-sm-8, .col-md-8, .col-lg-8, .col-xs-9, .col-sm-9, .col-md-9, .col-lg-9, .col-xs-10, .col-sm-10, .col-md-10, .col-lg-10, .col-xs-11, .col-sm-11, .col-md-11, .col-lg-11, .col-xs-12, .col-sm-12, .col-md-12, .col-lg-12 {
  position: relative;
  min-height: 1px;
  padding-left: 0px;
  padding-right: 0px;
}
.col-xs-1, .col-xs-2, .col-xs-3, .col-xs-4, .col-xs-5, .col-xs-6, .col-xs-7, .col-xs-8, .col-xs-9, .col-xs-10, .col-xs-11, .col-xs-12 {
  float: left;
}
.col-xs-12 {
  width: 100%;
}
.col-xs-11 {
  width: 91.66666667%;
}
.col-xs-10 {
  width: 83.33333333%;
}
.col-xs-9 {
  width: 75%;
}
.col-xs-8 {
  width: 66.66666667%;
}
.col-xs-7 {
  width: 58.33333333%;
}
.col-xs-6 {
  width: 50%;
}
.col-xs-5 {
  width: 41.66666667%;
}
.col-xs-4 {
  width: 33.33333333%;
}
.col-xs-3 {
  width: 25%;
}
.col-xs-2 {
  width: 16.66666667%;
}
.col-xs-1 {
  width: 8.33333333%;
}
.col-xs-pull-12 {
  right: 100%;
}
.col-xs-pull-11 {
  right: 91.66666667%;
}
.col-xs-pull-10 {
  right: 83.33333333%;
}
.col-xs-pull-9 {
  right: 75%;
}
.col-xs-pull-8 {
  right: 66.66666667%;
}
.col-xs-pull-7 {
  right: 58.33333333%;
}
.col-xs-pull-6 {
  right: 50%;
}
.col-xs-pull-5 {
  right: 41.66666667%;
}
.col-xs-pull-4 {
  right: 33.33333333%;
}
.col-xs-pull-3 {
  right: 25%;
}
.col-xs-pull-2 {
  right: 16.66666667%;
}
.col-xs-pull-1 {
  right: 8.33333333%;
}
.col-xs-pull-0 {
  right: auto;
}
.col-xs-push-12 {
  left: 100%;
}
.col-xs-push-11 {
  left: 91.66666667%;
}
.col-xs-push-10 {
  left: 83.33333333%;
}
.col-xs-push-9 {
  left: 75%;
}
.col-xs-push-8 {
  left: 66.66666667%;
}
.col-xs-push-7 {
  left: 58.33333333%;
}
.col-xs-push-6 {
  left: 50%;
}
.col-xs-push-5 {
  left: 41.66666667%;
}
.col-xs-push-4 {
  left: 33.33333333%;
}
.col-xs-push-3 {
  left: 25%;
}
.col-xs-push-2 {
  left: 16.66666667%;
}
.col-xs-push-1 {
  left: 8.33333333%;
}
.col-xs-push-0 {
  left: auto;
}
.col-xs-offset-12 {
  margin-left: 100%;
}
.col-xs-offset-11 {
  margin-left: 91.66666667%;
}
.col-xs-offset-10 {
  margin-left: 83.33333333%;
}
.col-xs-offset-9 {
  margin-left: 75%;
}
.col-xs-offset-8 {
  margin-left: 66.66666667%;
}
.col-xs-offset-7 {
  margin-left: 58.33333333%;
}
.col-xs-offset-6 {
  margin-left: 50%;
}
.col-xs-offset-5 {
  margin-left: 41.66666667%;
}
.col-xs-offset-4 {
  margin-left: 33.33333333%;
}
.col-xs-offset-3 {
  margin-left: 25%;
}
.col-xs-offset-2 {
  margin-left: 16.66666667%;
}
.col-xs-offset-1 {
  margin-left: 8.33333333%;
}
.col-xs-offset-0 {
  margin-left: 0%;
}
@media (min-width: 768px) {
  .col-sm-1, .col-sm-2, .col-sm-3, .col-sm-4, .col-sm-5, .col-sm-6, .col-sm-7, .col-sm-8, .col-sm-9, .col-sm-10, .col-sm-11, .col-sm-12 {
    float: left;
  }
  .col-sm-12 {
    width: 100%;
  }
  .col-sm-11 {
    width: 91.66666667%;
  }
  .col-sm-10 {
    width: 83.33333333%;
  }
  .col-sm-9 {
    width: 75%;
  }
  .col-sm-8 {
    width: 66.66666667%;
  }
  .col-sm-7 {
    width: 58.33333333%;
  }
  .col-sm-6 {
    width: 50%;
  }
  .col-sm-5 {
    width: 41.66666667%;
  }
  .col-sm-4 {
    width: 33.33333333%;
  }
  .col-sm-3 {
    width: 25%;
  }
  .col-sm-2 {
    width: 16.66666667%;
  }
  .col-sm-1 {
    width: 8.33333333%;
  }
  .col-sm-pull-12 {
    right: 100%;
  }
  .col-sm-pull-11 {
    right: 91.66666667%;
  }
  .col-sm-pull-10 {
    right: 83.33333333%;
  }
  .col-sm-pull-9 {
    right: 75%;
  }
  .col-sm-pull-8 {
    right: 66.66666667%;
  }
  .col-sm-pull-7 {
    right: 58.33333333%;
  }
  .col-sm-pull-6 {
    right: 50%;
  }
  .col-sm-pull-5 {
    right: 41.66666667%;
  }
  .col-sm-pull-4 {
    right: 33.33333333%;
  }
  .col-sm-pull-3 {
    right: 25%;
  }
  .col-sm-pull-2 {
    right: 16.66666667%;
  }
  .col-sm-pull-1 {
    right: 8.33333333%;
  }
  .col-sm-pull-0 {
    right: auto;
  }
  .col-sm-push-12 {
    left: 100%;
  }
  .col-sm-push-11 {
    left: 91.66666667%;
  }
  .col-sm-push-10 {
    left: 83.33333333%;
  }
  .col-sm-push-9 {
    left: 75%;
  }
  .col-sm-push-8 {
    left: 66.66666667%;
  }
  .col-sm-push-7 {
    left: 58.33333333%;
  }
  .col-sm-push-6 {
    left: 50%;
  }
  .col-sm-push-5 {
    left: 41.66666667%;
  }
  .col-sm-push-4 {
    left: 33.33333333%;
  }
  .col-sm-push-3 {
    left: 25%;
  }
  .col-sm-push-2 {
    left: 16.66666667%;
  }
  .col-sm-push-1 {
    left: 8.33333333%;
  }
  .col-sm-push-0 {
    left: auto;
  }
  .col-sm-offset-12 {
    margin-left: 100%;
  }
  .col-sm-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-sm-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-sm-offset-9 {
    margin-left: 75%;
  }
  .col-sm-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-sm-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-sm-offset-6 {
    margin-left: 50%;
  }
  .col-sm-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-sm-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-sm-offset-3 {
    margin-left: 25%;
  }
  .col-sm-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-sm-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-sm-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 992px) {
  .col-md-1, .col-md-2, .col-md-3, .col-md-4, .col-md-5, .col-md-6, .col-md-7, .col-md-8, .col-md-9, .col-md-10, .col-md-11, .col-md-12 {
    float: left;
  }
  .col-md-12 {
    width: 100%;
  }
  .col-md-11 {
    width: 91.66666667%;
  }
  .col-md-10 {
    width: 83.33333333%;
  }
  .col-md-9 {
    width: 75%;
  }
  .col-md-8 {
    width: 66.66666667%;
  }
  .col-md-7 {
    width: 58.33333333%;
  }
  .col-md-6 {
    width: 50%;
  }
  .col-md-5 {
    width: 41.66666667%;
  }
  .col-md-4 {
    width: 33.33333333%;
  }
  .col-md-3 {
    width: 25%;
  }
  .col-md-2 {
    width: 16.66666667%;
  }
  .col-md-1 {
    width: 8.33333333%;
  }
  .col-md-pull-12 {
    right: 100%;
  }
  .col-md-pull-11 {
    right: 91.66666667%;
  }
  .col-md-pull-10 {
    right: 83.33333333%;
  }
  .col-md-pull-9 {
    right: 75%;
  }
  .col-md-pull-8 {
    right: 66.66666667%;
  }
  .col-md-pull-7 {
    right: 58.33333333%;
  }
  .col-md-pull-6 {
    right: 50%;
  }
  .col-md-pull-5 {
    right: 41.66666667%;
  }
  .col-md-pull-4 {
    right: 33.33333333%;
  }
  .col-md-pull-3 {
    right: 25%;
  }
  .col-md-pull-2 {
    right: 16.66666667%;
  }
  .col-md-pull-1 {
    right: 8.33333333%;
  }
  .col-md-pull-0 {
    right: auto;
  }
  .col-md-push-12 {
    left: 100%;
  }
  .col-md-push-11 {
    left: 91.66666667%;
  }
  .col-md-push-10 {
    left: 83.33333333%;
  }
  .col-md-push-9 {
    left: 75%;
  }
  .col-md-push-8 {
    left: 66.66666667%;
  }
  .col-md-push-7 {
    left: 58.33333333%;
  }
  .col-md-push-6 {
    left: 50%;
  }
  .col-md-push-5 {
    left: 41.66666667%;
  }
  .col-md-push-4 {
    left: 33.33333333%;
  }
  .col-md-push-3 {
    left: 25%;
  }
  .col-md-push-2 {
    left: 16.66666667%;
  }
  .col-md-push-1 {
    left: 8.33333333%;
  }
  .col-md-push-0 {
    left: auto;
  }
  .col-md-offset-12 {
    margin-left: 100%;
  }
  .col-md-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-md-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-md-offset-9 {
    margin-left: 75%;
  }
  .col-md-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-md-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-md-offset-6 {
    margin-left: 50%;
  }
  .col-md-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-md-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-md-offset-3 {
    margin-left: 25%;
  }
  .col-md-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-md-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-md-offset-0 {
    margin-left: 0%;
  }
}
@media (min-width: 1200px) {
  .col-lg-1, .col-lg-2, .col-lg-3, .col-lg-4, .col-lg-5, .col-lg-6, .col-lg-7, .col-lg-8, .col-lg-9, .col-lg-10, .col-lg-11, .col-lg-12 {
    float: left;
  }
  .col-lg-12 {
    width: 100%;
  }
  .col-lg-11 {
    width: 91.66666667%;
  }
  .col-lg-10 {
    width: 83.33333333%;
  }
  .col-lg-9 {
    width: 75%;
  }
  .col-lg-8 {
    width: 66.66666667%;
  }
  .col-lg-7 {
    width: 58.33333333%;
  }
  .col-lg-6 {
    width: 50%;
  }
  .col-lg-5 {
    width: 41.66666667%;
  }
  .col-lg-4 {
    width: 33.33333333%;
  }
  .col-lg-3 {
    width: 25%;
  }
  .col-lg-2 {
    width: 16.66666667%;
  }
  .col-lg-1 {
    width: 8.33333333%;
  }
  .col-lg-pull-12 {
    right: 100%;
  }
  .col-lg-pull-11 {
    right: 91.66666667%;
  }
  .col-lg-pull-10 {
    right: 83.33333333%;
  }
  .col-lg-pull-9 {
    right: 75%;
  }
  .col-lg-pull-8 {
    right: 66.66666667%;
  }
  .col-lg-pull-7 {
    right: 58.33333333%;
  }
  .col-lg-pull-6 {
    right: 50%;
  }
  .col-lg-pull-5 {
    right: 41.66666667%;
  }
  .col-lg-pull-4 {
    right: 33.33333333%;
  }
  .col-lg-pull-3 {
    right: 25%;
  }
  .col-lg-pull-2 {
    right: 16.66666667%;
  }
  .col-lg-pull-1 {
    right: 8.33333333%;
  }
  .col-lg-pull-0 {
    right: auto;
  }
  .col-lg-push-12 {
    left: 100%;
  }
  .col-lg-push-11 {
    left: 91.66666667%;
  }
  .col-lg-push-10 {
    left: 83.33333333%;
  }
  .col-lg-push-9 {
    left: 75%;
  }
  .col-lg-push-8 {
    left: 66.66666667%;
  }
  .col-lg-push-7 {
    left: 58.33333333%;
  }
  .col-lg-push-6 {
    left: 50%;
  }
  .col-lg-push-5 {
    left: 41.66666667%;
  }
  .col-lg-push-4 {
    left: 33.33333333%;
  }
  .col-lg-push-3 {
    left: 25%;
  }
  .col-lg-push-2 {
    left: 16.66666667%;
  }
  .col-lg-push-1 {
    left: 8.33333333%;
  }
  .col-lg-push-0 {
    left: auto;
  }
  .col-lg-offset-12 {
    margin-left: 100%;
  }
  .col-lg-offset-11 {
    margin-left: 91.66666667%;
  }
  .col-lg-offset-10 {
    margin-left: 83.33333333%;
  }
  .col-lg-offset-9 {
    margin-left: 75%;
  }
  .col-lg-offset-8 {
    margin-left: 66.66666667%;
  }
  .col-lg-offset-7 {
    margin-left: 58.33333333%;
  }
  .col-lg-offset-6 {
    margin-left: 50%;
  }
  .col-lg-offset-5 {
    margin-left: 41.66666667%;
  }
  .col-lg-offset-4 {
    margin-left: 33.33333333%;
  }
  .col-lg-offset-3 {
    margin-left: 25%;
  }
  .col-lg-offset-2 {
    margin-left: 16.66666667%;
  }
  .col-lg-offset-1 {
    margin-left: 8.33333333%;
  }
  .col-lg-offset-0 {
    margin-left: 0%;
  }
}
table {
  background-color: transparent;
}
caption {
  padding-top: 8px;
  padding-bottom: 8px;
  color: #777777;
  text-align: left;
}
th {
  text-align: left;
}
.table {
  width: 100%;
  max-width: 100%;
  margin-bottom: 18px;
}
.table > thead > tr > th,
.table > tbody > tr > th,
.table > tfoot > tr > th,
.table > thead > tr > td,
.table > tbody > tr > td,
.table > tfoot > tr > td {
  padding: 8px;
  line-height: 1.42857143;
  vertical-align: top;
  border-top: 1px solid #ddd;
}
.table > thead > tr > th {
  vertical-align: bottom;
  border-bottom: 2px solid #ddd;
}
.table > caption + thead > tr:first-child > th,
.table > colgroup + thead > tr:first-child > th,
.table > thead:first-child > tr:first-child > th,
.table > caption + thead > tr:first-child > td,
.table > colgroup + thead > tr:first-child > td,
.table > thead:first-child > tr:first-child > td {
  border-top: 0;
}
.table > tbody + tbody {
  border-top: 2px solid #ddd;
}
.table .table {
  background-color: #fff;
}
.table-condensed > thead > tr > th,
.table-condensed > tbody > tr > th,
.table-condensed > tfoot > tr > th,
.table-condensed > thead > tr > td,
.table-condensed > tbody > tr > td,
.table-condensed > tfoot > tr > td {
  padding: 5px;
}
.table-bordered {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > tbody > tr > th,
.table-bordered > tfoot > tr > th,
.table-bordered > thead > tr > td,
.table-bordered > tbody > tr > td,
.table-bordered > tfoot > tr > td {
  border: 1px solid #ddd;
}
.table-bordered > thead > tr > th,
.table-bordered > thead > tr > td {
  border-bottom-width: 2px;
}
.table-striped > tbody > tr:nth-of-type(odd) {
  background-color: #f9f9f9;
}
.table-hover > tbody > tr:hover {
  background-color: #f5f5f5;
}
table col[class*="col-"] {
  position: static;
  float: none;
  display: table-column;
}
table td[class*="col-"],
table th[class*="col-"] {
  position: static;
  float: none;
  display: table-cell;
}
.table > thead > tr > td.active,
.table > tbody > tr > td.active,
.table > tfoot > tr > td.active,
.table > thead > tr > th.active,
.table > tbody > tr > th.active,
.table > tfoot > tr > th.active,
.table > thead > tr.active > td,
.table > tbody > tr.active > td,
.table > tfoot > tr.active > td,
.table > thead > tr.active > th,
.table > tbody > tr.active > th,
.table > tfoot > tr.active > th {
  background-color: #f5f5f5;
}
.table-hover > tbody > tr > td.active:hover,
.table-hover > tbody > tr > th.active:hover,
.table-hover > tbody > tr.active:hover > td,
.table-hover > tbody > tr:hover > .active,
.table-hover > tbody > tr.active:hover > th {
  background-color: #e8e8e8;
}
.table > thead > tr > td.success,
.table > tbody > tr > td.success,
.table > tfoot > tr > td.success,
.table > thead > tr > th.success,
.table > tbody > tr > th.success,
.table > tfoot > tr > th.success,
.table > thead > tr.success > td,
.table > tbody > tr.success > td,
.table > tfoot > tr.success > td,
.table > thead > tr.success > th,
.table > tbody > tr.success > th,
.table > tfoot > tr.success > th {
  background-color: #dff0d8;
}
.table-hover > tbody > tr > td.success:hover,
.table-hover > tbody > tr > th.success:hover,
.table-hover > tbody > tr.success:hover > td,
.table-hover > tbody > tr:hover > .success,
.table-hover > tbody > tr.success:hover > th {
  background-color: #d0e9c6;
}
.table > thead > tr > td.info,
.table > tbody > tr > td.info,
.table > tfoot > tr > td.info,
.table > thead > tr > th.info,
.table > tbody > tr > th.info,
.table > tfoot > tr > th.info,
.table > thead > tr.info > td,
.table > tbody > tr.info > td,
.table > tfoot > tr.info > td,
.table > thead > tr.info > th,
.table > tbody > tr.info > th,
.table > tfoot > tr.info > th {
  background-color: #d9edf7;
}
.table-hover > tbody > tr > td.info:hover,
.table-hover > tbody > tr > th.info:hover,
.table-hover > tbody > tr.info:hover > td,
.table-hover > tbody > tr:hover > .info,
.table-hover > tbody > tr.info:hover > th {
  background-color: #c4e3f3;
}
.table > thead > tr > td.warning,
.table > tbody > tr > td.warning,
.table > tfoot > tr > td.warning,
.table > thead > tr > th.warning,
.table > tbody > tr > th.warning,
.table > tfoot > tr > th.warning,
.table > thead > tr.warning > td,
.table > tbody > tr.warning > td,
.table > tfoot > tr.warning > td,
.table > thead > tr.warning > th,
.table > tbody > tr.warning > th,
.table > tfoot > tr.warning > th {
  background-color: #fcf8e3;
}
.table-hover > tbody > tr > td.warning:hover,
.table-hover > tbody > tr > th.warning:hover,
.table-hover > tbody > tr.warning:hover > td,
.table-hover > tbody > tr:hover > .warning,
.table-hover > tbody > tr.warning:hover > th {
  background-color: #faf2cc;
}
.table > thead > tr > td.danger,
.table > tbody > tr > td.danger,
.table > tfoot > tr > td.danger,
.table > thead > tr > th.danger,
.table > tbody > tr > th.danger,
.table > tfoot > tr > th.danger,
.table > thead > tr.danger > td,
.table > tbody > tr.danger > td,
.table > tfoot > tr.danger > td,
.table > thead > tr.danger > th,
.table > tbody > tr.danger > th,
.table > tfoot > tr.danger > th {
  background-color: #f2dede;
}
.table-hover > tbody > tr > td.danger:hover,
.table-hover > tbody > tr > th.danger:hover,
.table-hover > tbody > tr.danger:hover > td,
.table-hover > tbody > tr:hover > .danger,
.table-hover > tbody > tr.danger:hover > th {
  background-color: #ebcccc;
}
.table-responsive {
  overflow-x: auto;
  min-height: 0.01%;
}
@media screen and (max-width: 767px) {
  .table-responsive {
    width: 100%;
    margin-bottom: 13.5px;
    overflow-y: hidden;
    -ms-overflow-style: -ms-autohiding-scrollbar;
    border: 1px solid #ddd;
  }
  .table-responsive > .table {
    margin-bottom: 0;
  }
  .table-responsive > .table > thead > tr > th,
  .table-responsive > .table > tbody > tr > th,
  .table-responsive > .table > tfoot > tr > th,
  .table-responsive > .table > thead > tr > td,
  .table-responsive > .table > tbody > tr > td,
  .table-responsive > .table > tfoot > tr > td {
    white-space: nowrap;
  }
  .table-responsive > .table-bordered {
    border: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:first-child,
  .table-responsive > .table-bordered > tbody > tr > th:first-child,
  .table-responsive > .table-bordered > tfoot > tr > th:first-child,
  .table-responsive > .table-bordered > thead > tr > td:first-child,
  .table-responsive > .table-bordered > tbody > tr > td:first-child,
  .table-responsive > .table-bordered > tfoot > tr > td:first-child {
    border-left: 0;
  }
  .table-responsive > .table-bordered > thead > tr > th:last-child,
  .table-responsive > .table-bordered > tbody > tr > th:last-child,
  .table-responsive > .table-bordered > tfoot > tr > th:last-child,
  .table-responsive > .table-bordered > thead > tr > td:last-child,
  .table-responsive > .table-bordered > tbody > tr > td:last-child,
  .table-responsive > .table-bordered > tfoot > tr > td:last-child {
    border-right: 0;
  }
  .table-responsive > .table-bordered > tbody > tr:last-child > th,
  .table-responsive > .table-bordered > tfoot > tr:last-child > th,
  .table-responsive > .table-bordered > tbody > tr:last-child > td,
  .table-responsive > .table-bordered > tfoot > tr:last-child > td {
    border-bottom: 0;
  }
}
fieldset {
  padding: 0;
  margin: 0;
  border: 0;
  min-width: 0;
}
legend {
  display: block;
  width: 100%;
  padding: 0;
  margin-bottom: 18px;
  font-size: 19.5px;
  line-height: inherit;
  color: #333333;
  border: 0;
  border-bottom: 1px solid #e5e5e5;
}
label {
  display: inline-block;
  max-width: 100%;
  margin-bottom: 5px;
  font-weight: bold;
}
input[type="search"] {
  -webkit-box-sizing: border-box;
  -moz-box-sizing: border-box;
  box-sizing: border-box;
}
input[type="radio"],
input[type="checkbox"] {
  margin: 4px 0 0;
  margin-top: 1px \9;
  line-height: normal;
}
input[type="file"] {
  display: block;
}
input[type="range"] {
  display: block;
  width: 100%;
}
select[multiple],
select[size] {
  height: auto;
}
input[type="file"]:focus,
input[type="radio"]:focus,
input[type="checkbox"]:focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
output {
  display: block;
  padding-top: 7px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
}
.form-control {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
}
.form-control:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.form-control::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.form-control:-ms-input-placeholder {
  color: #999;
}
.form-control::-webkit-input-placeholder {
  color: #999;
}
.form-control::-ms-expand {
  border: 0;
  background-color: transparent;
}
.form-control[disabled],
.form-control[readonly],
fieldset[disabled] .form-control {
  background-color: #eeeeee;
  opacity: 1;
}
.form-control[disabled],
fieldset[disabled] .form-control {
  cursor: not-allowed;
}
textarea.form-control {
  height: auto;
}
input[type="search"] {
  -webkit-appearance: none;
}
@media screen and (-webkit-min-device-pixel-ratio: 0) {
  input[type="date"].form-control,
  input[type="time"].form-control,
  input[type="datetime-local"].form-control,
  input[type="month"].form-control {
    line-height: 32px;
  }
  input[type="date"].input-sm,
  input[type="time"].input-sm,
  input[type="datetime-local"].input-sm,
  input[type="month"].input-sm,
  .input-group-sm input[type="date"],
  .input-group-sm input[type="time"],
  .input-group-sm input[type="datetime-local"],
  .input-group-sm input[type="month"] {
    line-height: 30px;
  }
  input[type="date"].input-lg,
  input[type="time"].input-lg,
  input[type="datetime-local"].input-lg,
  input[type="month"].input-lg,
  .input-group-lg input[type="date"],
  .input-group-lg input[type="time"],
  .input-group-lg input[type="datetime-local"],
  .input-group-lg input[type="month"] {
    line-height: 45px;
  }
}
.form-group {
  margin-bottom: 15px;
}
.radio,
.checkbox {
  position: relative;
  display: block;
  margin-top: 10px;
  margin-bottom: 10px;
}
.radio label,
.checkbox label {
  min-height: 18px;
  padding-left: 20px;
  margin-bottom: 0;
  font-weight: normal;
  cursor: pointer;
}
.radio input[type="radio"],
.radio-inline input[type="radio"],
.checkbox input[type="checkbox"],
.checkbox-inline input[type="checkbox"] {
  position: absolute;
  margin-left: -20px;
  margin-top: 4px \9;
}
.radio + .radio,
.checkbox + .checkbox {
  margin-top: -5px;
}
.radio-inline,
.checkbox-inline {
  position: relative;
  display: inline-block;
  padding-left: 20px;
  margin-bottom: 0;
  vertical-align: middle;
  font-weight: normal;
  cursor: pointer;
}
.radio-inline + .radio-inline,
.checkbox-inline + .checkbox-inline {
  margin-top: 0;
  margin-left: 10px;
}
input[type="radio"][disabled],
input[type="checkbox"][disabled],
input[type="radio"].disabled,
input[type="checkbox"].disabled,
fieldset[disabled] input[type="radio"],
fieldset[disabled] input[type="checkbox"] {
  cursor: not-allowed;
}
.radio-inline.disabled,
.checkbox-inline.disabled,
fieldset[disabled] .radio-inline,
fieldset[disabled] .checkbox-inline {
  cursor: not-allowed;
}
.radio.disabled label,
.checkbox.disabled label,
fieldset[disabled] .radio label,
fieldset[disabled] .checkbox label {
  cursor: not-allowed;
}
.form-control-static {
  padding-top: 7px;
  padding-bottom: 7px;
  margin-bottom: 0;
  min-height: 31px;
}
.form-control-static.input-lg,
.form-control-static.input-sm {
  padding-left: 0;
  padding-right: 0;
}
.input-sm {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-sm {
  height: 30px;
  line-height: 30px;
}
textarea.input-sm,
select[multiple].input-sm {
  height: auto;
}
.form-group-sm .form-control {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.form-group-sm select.form-control {
  height: 30px;
  line-height: 30px;
}
.form-group-sm textarea.form-control,
.form-group-sm select[multiple].form-control {
  height: auto;
}
.form-group-sm .form-control-static {
  height: 30px;
  min-height: 30px;
  padding: 6px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.input-lg {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-lg {
  height: 45px;
  line-height: 45px;
}
textarea.input-lg,
select[multiple].input-lg {
  height: auto;
}
.form-group-lg .form-control {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.form-group-lg select.form-control {
  height: 45px;
  line-height: 45px;
}
.form-group-lg textarea.form-control,
.form-group-lg select[multiple].form-control {
  height: auto;
}
.form-group-lg .form-control-static {
  height: 45px;
  min-height: 35px;
  padding: 11px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.has-feedback {
  position: relative;
}
.has-feedback .form-control {
  padding-right: 40px;
}
.form-control-feedback {
  position: absolute;
  top: 0;
  right: 0;
  z-index: 2;
  display: block;
  width: 32px;
  height: 32px;
  line-height: 32px;
  text-align: center;
  pointer-events: none;
}
.input-lg + .form-control-feedback,
.input-group-lg + .form-control-feedback,
.form-group-lg .form-control + .form-control-feedback {
  width: 45px;
  height: 45px;
  line-height: 45px;
}
.input-sm + .form-control-feedback,
.input-group-sm + .form-control-feedback,
.form-group-sm .form-control + .form-control-feedback {
  width: 30px;
  height: 30px;
  line-height: 30px;
}
.has-success .help-block,
.has-success .control-label,
.has-success .radio,
.has-success .checkbox,
.has-success .radio-inline,
.has-success .checkbox-inline,
.has-success.radio label,
.has-success.checkbox label,
.has-success.radio-inline label,
.has-success.checkbox-inline label {
  color: #3c763d;
}
.has-success .form-control {
  border-color: #3c763d;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-success .form-control:focus {
  border-color: #2b542c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #67b168;
}
.has-success .input-group-addon {
  color: #3c763d;
  border-color: #3c763d;
  background-color: #dff0d8;
}
.has-success .form-control-feedback {
  color: #3c763d;
}
.has-warning .help-block,
.has-warning .control-label,
.has-warning .radio,
.has-warning .checkbox,
.has-warning .radio-inline,
.has-warning .checkbox-inline,
.has-warning.radio label,
.has-warning.checkbox label,
.has-warning.radio-inline label,
.has-warning.checkbox-inline label {
  color: #8a6d3b;
}
.has-warning .form-control {
  border-color: #8a6d3b;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-warning .form-control:focus {
  border-color: #66512c;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #c0a16b;
}
.has-warning .input-group-addon {
  color: #8a6d3b;
  border-color: #8a6d3b;
  background-color: #fcf8e3;
}
.has-warning .form-control-feedback {
  color: #8a6d3b;
}
.has-error .help-block,
.has-error .control-label,
.has-error .radio,
.has-error .checkbox,
.has-error .radio-inline,
.has-error .checkbox-inline,
.has-error.radio label,
.has-error.checkbox label,
.has-error.radio-inline label,
.has-error.checkbox-inline label {
  color: #a94442;
}
.has-error .form-control {
  border-color: #a94442;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
}
.has-error .form-control:focus {
  border-color: #843534;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075), 0 0 6px #ce8483;
}
.has-error .input-group-addon {
  color: #a94442;
  border-color: #a94442;
  background-color: #f2dede;
}
.has-error .form-control-feedback {
  color: #a94442;
}
.has-feedback label ~ .form-control-feedback {
  top: 23px;
}
.has-feedback label.sr-only ~ .form-control-feedback {
  top: 0;
}
.help-block {
  display: block;
  margin-top: 5px;
  margin-bottom: 10px;
  color: #404040;
}
@media (min-width: 768px) {
  .form-inline .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .form-inline .form-control-static {
    display: inline-block;
  }
  .form-inline .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .form-inline .input-group .input-group-addon,
  .form-inline .input-group .input-group-btn,
  .form-inline .input-group .form-control {
    width: auto;
  }
  .form-inline .input-group > .form-control {
    width: 100%;
  }
  .form-inline .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio,
  .form-inline .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .form-inline .radio label,
  .form-inline .checkbox label {
    padding-left: 0;
  }
  .form-inline .radio input[type="radio"],
  .form-inline .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .form-inline .has-feedback .form-control-feedback {
    top: 0;
  }
}
.form-horizontal .radio,
.form-horizontal .checkbox,
.form-horizontal .radio-inline,
.form-horizontal .checkbox-inline {
  margin-top: 0;
  margin-bottom: 0;
  padding-top: 7px;
}
.form-horizontal .radio,
.form-horizontal .checkbox {
  min-height: 25px;
}
.form-horizontal .form-group {
  margin-left: 0px;
  margin-right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .control-label {
    text-align: right;
    margin-bottom: 0;
    padding-top: 7px;
  }
}
.form-horizontal .has-feedback .form-control-feedback {
  right: 0px;
}
@media (min-width: 768px) {
  .form-horizontal .form-group-lg .control-label {
    padding-top: 11px;
    font-size: 17px;
  }
}
@media (min-width: 768px) {
  .form-horizontal .form-group-sm .control-label {
    padding-top: 6px;
    font-size: 12px;
  }
}
.btn {
  display: inline-block;
  margin-bottom: 0;
  font-weight: normal;
  text-align: center;
  vertical-align: middle;
  touch-action: manipulation;
  cursor: pointer;
  background-image: none;
  border: 1px solid transparent;
  white-space: nowrap;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  border-radius: 2px;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}
.btn:focus,
.btn:active:focus,
.btn.active:focus,
.btn.focus,
.btn:active.focus,
.btn.active.focus {
  outline: 5px auto -webkit-focus-ring-color;
  outline-offset: -2px;
}
.btn:hover,
.btn:focus,
.btn.focus {
  color: #333;
  text-decoration: none;
}
.btn:active,
.btn.active {
  outline: 0;
  background-image: none;
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn.disabled,
.btn[disabled],
fieldset[disabled] .btn {
  cursor: not-allowed;
  opacity: 0.65;
  filter: alpha(opacity=65);
  -webkit-box-shadow: none;
  box-shadow: none;
}
a.btn.disabled,
fieldset[disabled] a.btn {
  pointer-events: none;
}
.btn-default {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.btn-default:focus,
.btn-default.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.btn-default:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.btn-default:active:hover,
.btn-default.active:hover,
.open > .dropdown-toggle.btn-default:hover,
.btn-default:active:focus,
.btn-default.active:focus,
.open > .dropdown-toggle.btn-default:focus,
.btn-default:active.focus,
.btn-default.active.focus,
.open > .dropdown-toggle.btn-default.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.btn-default:active,
.btn-default.active,
.open > .dropdown-toggle.btn-default {
  background-image: none;
}
.btn-default.disabled:hover,
.btn-default[disabled]:hover,
fieldset[disabled] .btn-default:hover,
.btn-default.disabled:focus,
.btn-default[disabled]:focus,
fieldset[disabled] .btn-default:focus,
.btn-default.disabled.focus,
.btn-default[disabled].focus,
fieldset[disabled] .btn-default.focus {
  background-color: #fff;
  border-color: #ccc;
}
.btn-default .badge {
  color: #fff;
  background-color: #333;
}
.btn-primary {
  color: #fff;
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary:focus,
.btn-primary.focus {
  color: #fff;
  background-color: #286090;
  border-color: #122b40;
}
.btn-primary:hover {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  color: #fff;
  background-color: #286090;
  border-color: #204d74;
}
.btn-primary:active:hover,
.btn-primary.active:hover,
.open > .dropdown-toggle.btn-primary:hover,
.btn-primary:active:focus,
.btn-primary.active:focus,
.open > .dropdown-toggle.btn-primary:focus,
.btn-primary:active.focus,
.btn-primary.active.focus,
.open > .dropdown-toggle.btn-primary.focus {
  color: #fff;
  background-color: #204d74;
  border-color: #122b40;
}
.btn-primary:active,
.btn-primary.active,
.open > .dropdown-toggle.btn-primary {
  background-image: none;
}
.btn-primary.disabled:hover,
.btn-primary[disabled]:hover,
fieldset[disabled] .btn-primary:hover,
.btn-primary.disabled:focus,
.btn-primary[disabled]:focus,
fieldset[disabled] .btn-primary:focus,
.btn-primary.disabled.focus,
.btn-primary[disabled].focus,
fieldset[disabled] .btn-primary.focus {
  background-color: #337ab7;
  border-color: #2e6da4;
}
.btn-primary .badge {
  color: #337ab7;
  background-color: #fff;
}
.btn-success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success:focus,
.btn-success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.btn-success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.btn-success:active:hover,
.btn-success.active:hover,
.open > .dropdown-toggle.btn-success:hover,
.btn-success:active:focus,
.btn-success.active:focus,
.open > .dropdown-toggle.btn-success:focus,
.btn-success:active.focus,
.btn-success.active.focus,
.open > .dropdown-toggle.btn-success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.btn-success:active,
.btn-success.active,
.open > .dropdown-toggle.btn-success {
  background-image: none;
}
.btn-success.disabled:hover,
.btn-success[disabled]:hover,
fieldset[disabled] .btn-success:hover,
.btn-success.disabled:focus,
.btn-success[disabled]:focus,
fieldset[disabled] .btn-success:focus,
.btn-success.disabled.focus,
.btn-success[disabled].focus,
fieldset[disabled] .btn-success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.btn-success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.btn-info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info:focus,
.btn-info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.btn-info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.btn-info:active:hover,
.btn-info.active:hover,
.open > .dropdown-toggle.btn-info:hover,
.btn-info:active:focus,
.btn-info.active:focus,
.open > .dropdown-toggle.btn-info:focus,
.btn-info:active.focus,
.btn-info.active.focus,
.open > .dropdown-toggle.btn-info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.btn-info:active,
.btn-info.active,
.open > .dropdown-toggle.btn-info {
  background-image: none;
}
.btn-info.disabled:hover,
.btn-info[disabled]:hover,
fieldset[disabled] .btn-info:hover,
.btn-info.disabled:focus,
.btn-info[disabled]:focus,
fieldset[disabled] .btn-info:focus,
.btn-info.disabled.focus,
.btn-info[disabled].focus,
fieldset[disabled] .btn-info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.btn-info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.btn-warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning:focus,
.btn-warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.btn-warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.btn-warning:active:hover,
.btn-warning.active:hover,
.open > .dropdown-toggle.btn-warning:hover,
.btn-warning:active:focus,
.btn-warning.active:focus,
.open > .dropdown-toggle.btn-warning:focus,
.btn-warning:active.focus,
.btn-warning.active.focus,
.open > .dropdown-toggle.btn-warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.btn-warning:active,
.btn-warning.active,
.open > .dropdown-toggle.btn-warning {
  background-image: none;
}
.btn-warning.disabled:hover,
.btn-warning[disabled]:hover,
fieldset[disabled] .btn-warning:hover,
.btn-warning.disabled:focus,
.btn-warning[disabled]:focus,
fieldset[disabled] .btn-warning:focus,
.btn-warning.disabled.focus,
.btn-warning[disabled].focus,
fieldset[disabled] .btn-warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.btn-warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.btn-danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger:focus,
.btn-danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.btn-danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.btn-danger:active:hover,
.btn-danger.active:hover,
.open > .dropdown-toggle.btn-danger:hover,
.btn-danger:active:focus,
.btn-danger.active:focus,
.open > .dropdown-toggle.btn-danger:focus,
.btn-danger:active.focus,
.btn-danger.active.focus,
.open > .dropdown-toggle.btn-danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.btn-danger:active,
.btn-danger.active,
.open > .dropdown-toggle.btn-danger {
  background-image: none;
}
.btn-danger.disabled:hover,
.btn-danger[disabled]:hover,
fieldset[disabled] .btn-danger:hover,
.btn-danger.disabled:focus,
.btn-danger[disabled]:focus,
fieldset[disabled] .btn-danger:focus,
.btn-danger.disabled.focus,
.btn-danger[disabled].focus,
fieldset[disabled] .btn-danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.btn-danger .badge {
  color: #d9534f;
  background-color: #fff;
}
.btn-link {
  color: #337ab7;
  font-weight: normal;
  border-radius: 0;
}
.btn-link,
.btn-link:active,
.btn-link.active,
.btn-link[disabled],
fieldset[disabled] .btn-link {
  background-color: transparent;
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn-link,
.btn-link:hover,
.btn-link:focus,
.btn-link:active {
  border-color: transparent;
}
.btn-link:hover,
.btn-link:focus {
  color: #23527c;
  text-decoration: underline;
  background-color: transparent;
}
.btn-link[disabled]:hover,
fieldset[disabled] .btn-link:hover,
.btn-link[disabled]:focus,
fieldset[disabled] .btn-link:focus {
  color: #777777;
  text-decoration: none;
}
.btn-lg,
.btn-group-lg > .btn {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
.btn-sm,
.btn-group-sm > .btn {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-xs,
.btn-group-xs > .btn {
  padding: 1px 5px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
.btn-block {
  display: block;
  width: 100%;
}
.btn-block + .btn-block {
  margin-top: 5px;
}
input[type="submit"].btn-block,
input[type="reset"].btn-block,
input[type="button"].btn-block {
  width: 100%;
}
.fade {
  opacity: 0;
  -webkit-transition: opacity 0.15s linear;
  -o-transition: opacity 0.15s linear;
  transition: opacity 0.15s linear;
}
.fade.in {
  opacity: 1;
}
.collapse {
  display: none;
}
.collapse.in {
  display: block;
}
tr.collapse.in {
  display: table-row;
}
tbody.collapse.in {
  display: table-row-group;
}
.collapsing {
  position: relative;
  height: 0;
  overflow: hidden;
  -webkit-transition-property: height, visibility;
  transition-property: height, visibility;
  -webkit-transition-duration: 0.35s;
  transition-duration: 0.35s;
  -webkit-transition-timing-function: ease;
  transition-timing-function: ease;
}
.caret {
  display: inline-block;
  width: 0;
  height: 0;
  margin-left: 2px;
  vertical-align: middle;
  border-top: 4px dashed;
  border-top: 4px solid \9;
  border-right: 4px solid transparent;
  border-left: 4px solid transparent;
}
.dropup,
.dropdown {
  position: relative;
}
.dropdown-toggle:focus {
  outline: 0;
}
.dropdown-menu {
  position: absolute;
  top: 100%;
  left: 0;
  z-index: 1000;
  display: none;
  float: left;
  min-width: 160px;
  padding: 5px 0;
  margin: 2px 0 0;
  list-style: none;
  font-size: 13px;
  text-align: left;
  background-color: #fff;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.15);
  border-radius: 2px;
  -webkit-box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  box-shadow: 0 6px 12px rgba(0, 0, 0, 0.175);
  background-clip: padding-box;
}
.dropdown-menu.pull-right {
  right: 0;
  left: auto;
}
.dropdown-menu .divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.dropdown-menu > li > a {
  display: block;
  padding: 3px 20px;
  clear: both;
  font-weight: normal;
  line-height: 1.42857143;
  color: #333333;
  white-space: nowrap;
}
.dropdown-menu > li > a:hover,
.dropdown-menu > li > a:focus {
  text-decoration: none;
  color: #262626;
  background-color: #f5f5f5;
}
.dropdown-menu > .active > a,
.dropdown-menu > .active > a:hover,
.dropdown-menu > .active > a:focus {
  color: #fff;
  text-decoration: none;
  outline: 0;
  background-color: #337ab7;
}
.dropdown-menu > .disabled > a,
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  color: #777777;
}
.dropdown-menu > .disabled > a:hover,
.dropdown-menu > .disabled > a:focus {
  text-decoration: none;
  background-color: transparent;
  background-image: none;
  filter: progid:DXImageTransform.Microsoft.gradient(enabled = false);
  cursor: not-allowed;
}
.open > .dropdown-menu {
  display: block;
}
.open > a {
  outline: 0;
}
.dropdown-menu-right {
  left: auto;
  right: 0;
}
.dropdown-menu-left {
  left: 0;
  right: auto;
}
.dropdown-header {
  display: block;
  padding: 3px 20px;
  font-size: 12px;
  line-height: 1.42857143;
  color: #777777;
  white-space: nowrap;
}
.dropdown-backdrop {
  position: fixed;
  left: 0;
  right: 0;
  bottom: 0;
  top: 0;
  z-index: 990;
}
.pull-right > .dropdown-menu {
  right: 0;
  left: auto;
}
.dropup .caret,
.navbar-fixed-bottom .dropdown .caret {
  border-top: 0;
  border-bottom: 4px dashed;
  border-bottom: 4px solid \9;
  content: "";
}
.dropup .dropdown-menu,
.navbar-fixed-bottom .dropdown .dropdown-menu {
  top: auto;
  bottom: 100%;
  margin-bottom: 2px;
}
@media (min-width: 541px) {
  .navbar-right .dropdown-menu {
    left: auto;
    right: 0;
  }
  .navbar-right .dropdown-menu-left {
    left: 0;
    right: auto;
  }
}
.btn-group,
.btn-group-vertical {
  position: relative;
  display: inline-block;
  vertical-align: middle;
}
.btn-group > .btn,
.btn-group-vertical > .btn {
  position: relative;
  float: left;
}
.btn-group > .btn:hover,
.btn-group-vertical > .btn:hover,
.btn-group > .btn:focus,
.btn-group-vertical > .btn:focus,
.btn-group > .btn:active,
.btn-group-vertical > .btn:active,
.btn-group > .btn.active,
.btn-group-vertical > .btn.active {
  z-index: 2;
}
.btn-group .btn + .btn,
.btn-group .btn + .btn-group,
.btn-group .btn-group + .btn,
.btn-group .btn-group + .btn-group {
  margin-left: -1px;
}
.btn-toolbar {
  margin-left: -5px;
}
.btn-toolbar .btn,
.btn-toolbar .btn-group,
.btn-toolbar .input-group {
  float: left;
}
.btn-toolbar > .btn,
.btn-toolbar > .btn-group,
.btn-toolbar > .input-group {
  margin-left: 5px;
}
.btn-group > .btn:not(:first-child):not(:last-child):not(.dropdown-toggle) {
  border-radius: 0;
}
.btn-group > .btn:first-child {
  margin-left: 0;
}
.btn-group > .btn:first-child:not(:last-child):not(.dropdown-toggle) {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn:last-child:not(:first-child),
.btn-group > .dropdown-toggle:not(:first-child) {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group > .btn-group {
  float: left;
}
.btn-group > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.btn-group > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.btn-group .dropdown-toggle:active,
.btn-group.open .dropdown-toggle {
  outline: 0;
}
.btn-group > .btn + .dropdown-toggle {
  padding-left: 8px;
  padding-right: 8px;
}
.btn-group > .btn-lg + .dropdown-toggle {
  padding-left: 12px;
  padding-right: 12px;
}
.btn-group.open .dropdown-toggle {
  -webkit-box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
  box-shadow: inset 0 3px 5px rgba(0, 0, 0, 0.125);
}
.btn-group.open .dropdown-toggle.btn-link {
  -webkit-box-shadow: none;
  box-shadow: none;
}
.btn .caret {
  margin-left: 0;
}
.btn-lg .caret {
  border-width: 5px 5px 0;
  border-bottom-width: 0;
}
.dropup .btn-lg .caret {
  border-width: 0 5px 5px;
}
.btn-group-vertical > .btn,
.btn-group-vertical > .btn-group,
.btn-group-vertical > .btn-group > .btn {
  display: block;
  float: none;
  width: 100%;
  max-width: 100%;
}
.btn-group-vertical > .btn-group > .btn {
  float: none;
}
.btn-group-vertical > .btn + .btn,
.btn-group-vertical > .btn + .btn-group,
.btn-group-vertical > .btn-group + .btn,
.btn-group-vertical > .btn-group + .btn-group {
  margin-top: -1px;
  margin-left: 0;
}
.btn-group-vertical > .btn:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.btn-group-vertical > .btn:first-child:not(:last-child) {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn:last-child:not(:first-child) {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
.btn-group-vertical > .btn-group:not(:first-child):not(:last-child) > .btn {
  border-radius: 0;
}
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .btn:last-child,
.btn-group-vertical > .btn-group:first-child:not(:last-child) > .dropdown-toggle {
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.btn-group-vertical > .btn-group:last-child:not(:first-child) > .btn:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.btn-group-justified {
  display: table;
  width: 100%;
  table-layout: fixed;
  border-collapse: separate;
}
.btn-group-justified > .btn,
.btn-group-justified > .btn-group {
  float: none;
  display: table-cell;
  width: 1%;
}
.btn-group-justified > .btn-group .btn {
  width: 100%;
}
.btn-group-justified > .btn-group .dropdown-menu {
  left: auto;
}
[data-toggle="buttons"] > .btn input[type="radio"],
[data-toggle="buttons"] > .btn-group > .btn input[type="radio"],
[data-toggle="buttons"] > .btn input[type="checkbox"],
[data-toggle="buttons"] > .btn-group > .btn input[type="checkbox"] {
  position: absolute;
  clip: rect(0, 0, 0, 0);
  pointer-events: none;
}
.input-group {
  position: relative;
  display: table;
  border-collapse: separate;
}
.input-group[class*="col-"] {
  float: none;
  padding-left: 0;
  padding-right: 0;
}
.input-group .form-control {
  position: relative;
  z-index: 2;
  float: left;
  width: 100%;
  margin-bottom: 0;
}
.input-group .form-control:focus {
  z-index: 3;
}
.input-group-lg > .form-control,
.input-group-lg > .input-group-addon,
.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
  border-radius: 3px;
}
select.input-group-lg > .form-control,
select.input-group-lg > .input-group-addon,
select.input-group-lg > .input-group-btn > .btn {
  height: 45px;
  line-height: 45px;
}
textarea.input-group-lg > .form-control,
textarea.input-group-lg > .input-group-addon,
textarea.input-group-lg > .input-group-btn > .btn,
select[multiple].input-group-lg > .form-control,
select[multiple].input-group-lg > .input-group-addon,
select[multiple].input-group-lg > .input-group-btn > .btn {
  height: auto;
}
.input-group-sm > .form-control,
.input-group-sm > .input-group-addon,
.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
}
select.input-group-sm > .form-control,
select.input-group-sm > .input-group-addon,
select.input-group-sm > .input-group-btn > .btn {
  height: 30px;
  line-height: 30px;
}
textarea.input-group-sm > .form-control,
textarea.input-group-sm > .input-group-addon,
textarea.input-group-sm > .input-group-btn > .btn,
select[multiple].input-group-sm > .form-control,
select[multiple].input-group-sm > .input-group-addon,
select[multiple].input-group-sm > .input-group-btn > .btn {
  height: auto;
}
.input-group-addon,
.input-group-btn,
.input-group .form-control {
  display: table-cell;
}
.input-group-addon:not(:first-child):not(:last-child),
.input-group-btn:not(:first-child):not(:last-child),
.input-group .form-control:not(:first-child):not(:last-child) {
  border-radius: 0;
}
.input-group-addon,
.input-group-btn {
  width: 1%;
  white-space: nowrap;
  vertical-align: middle;
}
.input-group-addon {
  padding: 6px 12px;
  font-size: 13px;
  font-weight: normal;
  line-height: 1;
  color: #555555;
  text-align: center;
  background-color: #eeeeee;
  border: 1px solid #ccc;
  border-radius: 2px;
}
.input-group-addon.input-sm {
  padding: 5px 10px;
  font-size: 12px;
  border-radius: 1px;
}
.input-group-addon.input-lg {
  padding: 10px 16px;
  font-size: 17px;
  border-radius: 3px;
}
.input-group-addon input[type="radio"],
.input-group-addon input[type="checkbox"] {
  margin-top: 0;
}
.input-group .form-control:first-child,
.input-group-addon:first-child,
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group > .btn,
.input-group-btn:first-child > .dropdown-toggle,
.input-group-btn:last-child > .btn:not(:last-child):not(.dropdown-toggle),
.input-group-btn:last-child > .btn-group:not(:last-child) > .btn {
  border-bottom-right-radius: 0;
  border-top-right-radius: 0;
}
.input-group-addon:first-child {
  border-right: 0;
}
.input-group .form-control:last-child,
.input-group-addon:last-child,
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group > .btn,
.input-group-btn:last-child > .dropdown-toggle,
.input-group-btn:first-child > .btn:not(:first-child),
.input-group-btn:first-child > .btn-group:not(:first-child) > .btn {
  border-bottom-left-radius: 0;
  border-top-left-radius: 0;
}
.input-group-addon:last-child {
  border-left: 0;
}
.input-group-btn {
  position: relative;
  font-size: 0;
  white-space: nowrap;
}
.input-group-btn > .btn {
  position: relative;
}
.input-group-btn > .btn + .btn {
  margin-left: -1px;
}
.input-group-btn > .btn:hover,
.input-group-btn > .btn:focus,
.input-group-btn > .btn:active {
  z-index: 2;
}
.input-group-btn:first-child > .btn,
.input-group-btn:first-child > .btn-group {
  margin-right: -1px;
}
.input-group-btn:last-child > .btn,
.input-group-btn:last-child > .btn-group {
  z-index: 2;
  margin-left: -1px;
}
.nav {
  margin-bottom: 0;
  padding-left: 0;
  list-style: none;
}
.nav > li {
  position: relative;
  display: block;
}
.nav > li > a {
  position: relative;
  display: block;
  padding: 10px 15px;
}
.nav > li > a:hover,
.nav > li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.nav > li.disabled > a {
  color: #777777;
}
.nav > li.disabled > a:hover,
.nav > li.disabled > a:focus {
  color: #777777;
  text-decoration: none;
  background-color: transparent;
  cursor: not-allowed;
}
.nav .open > a,
.nav .open > a:hover,
.nav .open > a:focus {
  background-color: #eeeeee;
  border-color: #337ab7;
}
.nav .nav-divider {
  height: 1px;
  margin: 8px 0;
  overflow: hidden;
  background-color: #e5e5e5;
}
.nav > li > a > img {
  max-width: none;
}
.nav-tabs {
  border-bottom: 1px solid #ddd;
}
.nav-tabs > li {
  float: left;
  margin-bottom: -1px;
}
.nav-tabs > li > a {
  margin-right: 2px;
  line-height: 1.42857143;
  border: 1px solid transparent;
  border-radius: 2px 2px 0 0;
}
.nav-tabs > li > a:hover {
  border-color: #eeeeee #eeeeee #ddd;
}
.nav-tabs > li.active > a,
.nav-tabs > li.active > a:hover,
.nav-tabs > li.active > a:focus {
  color: #555555;
  background-color: #fff;
  border: 1px solid #ddd;
  border-bottom-color: transparent;
  cursor: default;
}
.nav-tabs.nav-justified {
  width: 100%;
  border-bottom: 0;
}
.nav-tabs.nav-justified > li {
  float: none;
}
.nav-tabs.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-tabs.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-tabs.nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs.nav-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs.nav-justified > .active > a,
.nav-tabs.nav-justified > .active > a:hover,
.nav-tabs.nav-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs.nav-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs.nav-justified > .active > a,
  .nav-tabs.nav-justified > .active > a:hover,
  .nav-tabs.nav-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.nav-pills > li {
  float: left;
}
.nav-pills > li > a {
  border-radius: 2px;
}
.nav-pills > li + li {
  margin-left: 2px;
}
.nav-pills > li.active > a,
.nav-pills > li.active > a:hover,
.nav-pills > li.active > a:focus {
  color: #fff;
  background-color: #337ab7;
}
.nav-stacked > li {
  float: none;
}
.nav-stacked > li + li {
  margin-top: 2px;
  margin-left: 0;
}
.nav-justified {
  width: 100%;
}
.nav-justified > li {
  float: none;
}
.nav-justified > li > a {
  text-align: center;
  margin-bottom: 5px;
}
.nav-justified > .dropdown .dropdown-menu {
  top: auto;
  left: auto;
}
@media (min-width: 768px) {
  .nav-justified > li {
    display: table-cell;
    width: 1%;
  }
  .nav-justified > li > a {
    margin-bottom: 0;
  }
}
.nav-tabs-justified {
  border-bottom: 0;
}
.nav-tabs-justified > li > a {
  margin-right: 0;
  border-radius: 2px;
}
.nav-tabs-justified > .active > a,
.nav-tabs-justified > .active > a:hover,
.nav-tabs-justified > .active > a:focus {
  border: 1px solid #ddd;
}
@media (min-width: 768px) {
  .nav-tabs-justified > li > a {
    border-bottom: 1px solid #ddd;
    border-radius: 2px 2px 0 0;
  }
  .nav-tabs-justified > .active > a,
  .nav-tabs-justified > .active > a:hover,
  .nav-tabs-justified > .active > a:focus {
    border-bottom-color: #fff;
  }
}
.tab-content > .tab-pane {
  display: none;
}
.tab-content > .active {
  display: block;
}
.nav-tabs .dropdown-menu {
  margin-top: -1px;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar {
  position: relative;
  min-height: 30px;
  margin-bottom: 18px;
  border: 1px solid transparent;
}
@media (min-width: 541px) {
  .navbar {
    border-radius: 2px;
  }
}
@media (min-width: 541px) {
  .navbar-header {
    float: left;
  }
}
.navbar-collapse {
  overflow-x: visible;
  padding-right: 0px;
  padding-left: 0px;
  border-top: 1px solid transparent;
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1);
  -webkit-overflow-scrolling: touch;
}
.navbar-collapse.in {
  overflow-y: auto;
}
@media (min-width: 541px) {
  .navbar-collapse {
    width: auto;
    border-top: 0;
    box-shadow: none;
  }
  .navbar-collapse.collapse {
    display: block !important;
    height: auto !important;
    padding-bottom: 0;
    overflow: visible !important;
  }
  .navbar-collapse.in {
    overflow-y: visible;
  }
  .navbar-fixed-top .navbar-collapse,
  .navbar-static-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    padding-left: 0;
    padding-right: 0;
  }
}
.navbar-fixed-top .navbar-collapse,
.navbar-fixed-bottom .navbar-collapse {
  max-height: 340px;
}
@media (max-device-width: 540px) and (orientation: landscape) {
  .navbar-fixed-top .navbar-collapse,
  .navbar-fixed-bottom .navbar-collapse {
    max-height: 200px;
  }
}
.container > .navbar-header,
.container-fluid > .navbar-header,
.container > .navbar-collapse,
.container-fluid > .navbar-collapse {
  margin-right: 0px;
  margin-left: 0px;
}
@media (min-width: 541px) {
  .container > .navbar-header,
  .container-fluid > .navbar-header,
  .container > .navbar-collapse,
  .container-fluid > .navbar-collapse {
    margin-right: 0;
    margin-left: 0;
  }
}
.navbar-static-top {
  z-index: 1000;
  border-width: 0 0 1px;
}
@media (min-width: 541px) {
  .navbar-static-top {
    border-radius: 0;
  }
}
.navbar-fixed-top,
.navbar-fixed-bottom {
  position: fixed;
  right: 0;
  left: 0;
  z-index: 1030;
}
@media (min-width: 541px) {
  .navbar-fixed-top,
  .navbar-fixed-bottom {
    border-radius: 0;
  }
}
.navbar-fixed-top {
  top: 0;
  border-width: 0 0 1px;
}
.navbar-fixed-bottom {
  bottom: 0;
  margin-bottom: 0;
  border-width: 1px 0 0;
}
.navbar-brand {
  float: left;
  padding: 6px 0px;
  font-size: 17px;
  line-height: 18px;
  height: 30px;
}
.navbar-brand:hover,
.navbar-brand:focus {
  text-decoration: none;
}
.navbar-brand > img {
  display: block;
}
@media (min-width: 541px) {
  .navbar > .container .navbar-brand,
  .navbar > .container-fluid .navbar-brand {
    margin-left: 0px;
  }
}
.navbar-toggle {
  position: relative;
  float: right;
  margin-right: 0px;
  padding: 9px 10px;
  margin-top: -2px;
  margin-bottom: -2px;
  background-color: transparent;
  background-image: none;
  border: 1px solid transparent;
  border-radius: 2px;
}
.navbar-toggle:focus {
  outline: 0;
}
.navbar-toggle .icon-bar {
  display: block;
  width: 22px;
  height: 2px;
  border-radius: 1px;
}
.navbar-toggle .icon-bar + .icon-bar {
  margin-top: 4px;
}
@media (min-width: 541px) {
  .navbar-toggle {
    display: none;
  }
}
.navbar-nav {
  margin: 3px 0px;
}
.navbar-nav > li > a {
  padding-top: 10px;
  padding-bottom: 10px;
  line-height: 18px;
}
@media (max-width: 540px) {
  .navbar-nav .open .dropdown-menu {
    position: static;
    float: none;
    width: auto;
    margin-top: 0;
    background-color: transparent;
    border: 0;
    box-shadow: none;
  }
  .navbar-nav .open .dropdown-menu > li > a,
  .navbar-nav .open .dropdown-menu .dropdown-header {
    padding: 5px 15px 5px 25px;
  }
  .navbar-nav .open .dropdown-menu > li > a {
    line-height: 18px;
  }
  .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-nav .open .dropdown-menu > li > a:focus {
    background-image: none;
  }
}
@media (min-width: 541px) {
  .navbar-nav {
    float: left;
    margin: 0;
  }
  .navbar-nav > li {
    float: left;
  }
  .navbar-nav > li > a {
    padding-top: 6px;
    padding-bottom: 6px;
  }
}
.navbar-form {
  margin-left: 0px;
  margin-right: 0px;
  padding: 10px 0px;
  border-top: 1px solid transparent;
  border-bottom: 1px solid transparent;
  -webkit-box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  box-shadow: inset 0 1px 0 rgba(255, 255, 255, 0.1), 0 1px 0 rgba(255, 255, 255, 0.1);
  margin-top: -1px;
  margin-bottom: -1px;
}
@media (min-width: 768px) {
  .navbar-form .form-group {
    display: inline-block;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .form-control {
    display: inline-block;
    width: auto;
    vertical-align: middle;
  }
  .navbar-form .form-control-static {
    display: inline-block;
  }
  .navbar-form .input-group {
    display: inline-table;
    vertical-align: middle;
  }
  .navbar-form .input-group .input-group-addon,
  .navbar-form .input-group .input-group-btn,
  .navbar-form .input-group .form-control {
    width: auto;
  }
  .navbar-form .input-group > .form-control {
    width: 100%;
  }
  .navbar-form .control-label {
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio,
  .navbar-form .checkbox {
    display: inline-block;
    margin-top: 0;
    margin-bottom: 0;
    vertical-align: middle;
  }
  .navbar-form .radio label,
  .navbar-form .checkbox label {
    padding-left: 0;
  }
  .navbar-form .radio input[type="radio"],
  .navbar-form .checkbox input[type="checkbox"] {
    position: relative;
    margin-left: 0;
  }
  .navbar-form .has-feedback .form-control-feedback {
    top: 0;
  }
}
@media (max-width: 540px) {
  .navbar-form .form-group {
    margin-bottom: 5px;
  }
  .navbar-form .form-group:last-child {
    margin-bottom: 0;
  }
}
@media (min-width: 541px) {
  .navbar-form {
    width: auto;
    border: 0;
    margin-left: 0;
    margin-right: 0;
    padding-top: 0;
    padding-bottom: 0;
    -webkit-box-shadow: none;
    box-shadow: none;
  }
}
.navbar-nav > li > .dropdown-menu {
  margin-top: 0;
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.navbar-fixed-bottom .navbar-nav > li > .dropdown-menu {
  margin-bottom: 0;
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
  border-bottom-right-radius: 0;
  border-bottom-left-radius: 0;
}
.navbar-btn {
  margin-top: -1px;
  margin-bottom: -1px;
}
.navbar-btn.btn-sm {
  margin-top: 0px;
  margin-bottom: 0px;
}
.navbar-btn.btn-xs {
  margin-top: 4px;
  margin-bottom: 4px;
}
.navbar-text {
  margin-top: 6px;
  margin-bottom: 6px;
}
@media (min-width: 541px) {
  .navbar-text {
    float: left;
    margin-left: 0px;
    margin-right: 0px;
  }
}
@media (min-width: 541px) {
  .navbar-left {
    float: left !important;
    float: left;
  }
  .navbar-right {
    float: right !important;
    float: right;
    margin-right: 0px;
  }
  .navbar-right ~ .navbar-right {
    margin-right: 0;
  }
}
.navbar-default {
  background-color: #f8f8f8;
  border-color: #e7e7e7;
}
.navbar-default .navbar-brand {
  color: #777;
}
.navbar-default .navbar-brand:hover,
.navbar-default .navbar-brand:focus {
  color: #5e5e5e;
  background-color: transparent;
}
.navbar-default .navbar-text {
  color: #777;
}
.navbar-default .navbar-nav > li > a {
  color: #777;
}
.navbar-default .navbar-nav > li > a:hover,
.navbar-default .navbar-nav > li > a:focus {
  color: #333;
  background-color: transparent;
}
.navbar-default .navbar-nav > .active > a,
.navbar-default .navbar-nav > .active > a:hover,
.navbar-default .navbar-nav > .active > a:focus {
  color: #555;
  background-color: #e7e7e7;
}
.navbar-default .navbar-nav > .disabled > a,
.navbar-default .navbar-nav > .disabled > a:hover,
.navbar-default .navbar-nav > .disabled > a:focus {
  color: #ccc;
  background-color: transparent;
}
.navbar-default .navbar-toggle {
  border-color: #ddd;
}
.navbar-default .navbar-toggle:hover,
.navbar-default .navbar-toggle:focus {
  background-color: #ddd;
}
.navbar-default .navbar-toggle .icon-bar {
  background-color: #888;
}
.navbar-default .navbar-collapse,
.navbar-default .navbar-form {
  border-color: #e7e7e7;
}
.navbar-default .navbar-nav > .open > a,
.navbar-default .navbar-nav > .open > a:hover,
.navbar-default .navbar-nav > .open > a:focus {
  background-color: #e7e7e7;
  color: #555;
}
@media (max-width: 540px) {
  .navbar-default .navbar-nav .open .dropdown-menu > li > a {
    color: #777;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #333;
    background-color: transparent;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #555;
    background-color: #e7e7e7;
  }
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-default .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #ccc;
    background-color: transparent;
  }
}
.navbar-default .navbar-link {
  color: #777;
}
.navbar-default .navbar-link:hover {
  color: #333;
}
.navbar-default .btn-link {
  color: #777;
}
.navbar-default .btn-link:hover,
.navbar-default .btn-link:focus {
  color: #333;
}
.navbar-default .btn-link[disabled]:hover,
fieldset[disabled] .navbar-default .btn-link:hover,
.navbar-default .btn-link[disabled]:focus,
fieldset[disabled] .navbar-default .btn-link:focus {
  color: #ccc;
}
.navbar-inverse {
  background-color: #222;
  border-color: #080808;
}
.navbar-inverse .navbar-brand {
  color: #9d9d9d;
}
.navbar-inverse .navbar-brand:hover,
.navbar-inverse .navbar-brand:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-text {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a {
  color: #9d9d9d;
}
.navbar-inverse .navbar-nav > li > a:hover,
.navbar-inverse .navbar-nav > li > a:focus {
  color: #fff;
  background-color: transparent;
}
.navbar-inverse .navbar-nav > .active > a,
.navbar-inverse .navbar-nav > .active > a:hover,
.navbar-inverse .navbar-nav > .active > a:focus {
  color: #fff;
  background-color: #080808;
}
.navbar-inverse .navbar-nav > .disabled > a,
.navbar-inverse .navbar-nav > .disabled > a:hover,
.navbar-inverse .navbar-nav > .disabled > a:focus {
  color: #444;
  background-color: transparent;
}
.navbar-inverse .navbar-toggle {
  border-color: #333;
}
.navbar-inverse .navbar-toggle:hover,
.navbar-inverse .navbar-toggle:focus {
  background-color: #333;
}
.navbar-inverse .navbar-toggle .icon-bar {
  background-color: #fff;
}
.navbar-inverse .navbar-collapse,
.navbar-inverse .navbar-form {
  border-color: #101010;
}
.navbar-inverse .navbar-nav > .open > a,
.navbar-inverse .navbar-nav > .open > a:hover,
.navbar-inverse .navbar-nav > .open > a:focus {
  background-color: #080808;
  color: #fff;
}
@media (max-width: 540px) {
  .navbar-inverse .navbar-nav .open .dropdown-menu > .dropdown-header {
    border-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu .divider {
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a {
    color: #9d9d9d;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > li > a:focus {
    color: #fff;
    background-color: transparent;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .active > a:focus {
    color: #fff;
    background-color: #080808;
  }
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:hover,
  .navbar-inverse .navbar-nav .open .dropdown-menu > .disabled > a:focus {
    color: #444;
    background-color: transparent;
  }
}
.navbar-inverse .navbar-link {
  color: #9d9d9d;
}
.navbar-inverse .navbar-link:hover {
  color: #fff;
}
.navbar-inverse .btn-link {
  color: #9d9d9d;
}
.navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link:focus {
  color: #fff;
}
.navbar-inverse .btn-link[disabled]:hover,
fieldset[disabled] .navbar-inverse .btn-link:hover,
.navbar-inverse .btn-link[disabled]:focus,
fieldset[disabled] .navbar-inverse .btn-link:focus {
  color: #444;
}
.breadcrumb {
  padding: 8px 15px;
  margin-bottom: 18px;
  list-style: none;
  background-color: #f5f5f5;
  border-radius: 2px;
}
.breadcrumb > li {
  display: inline-block;
}
.breadcrumb > li + li:before {
  content: "/\00a0";
  padding: 0 5px;
  color: #5e5e5e;
}
.breadcrumb > .active {
  color: #777777;
}
.pagination {
  display: inline-block;
  padding-left: 0;
  margin: 18px 0;
  border-radius: 2px;
}
.pagination > li {
  display: inline;
}
.pagination > li > a,
.pagination > li > span {
  position: relative;
  float: left;
  padding: 6px 12px;
  line-height: 1.42857143;
  text-decoration: none;
  color: #337ab7;
  background-color: #fff;
  border: 1px solid #ddd;
  margin-left: -1px;
}
.pagination > li:first-child > a,
.pagination > li:first-child > span {
  margin-left: 0;
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.pagination > li:last-child > a,
.pagination > li:last-child > span {
  border-bottom-right-radius: 2px;
  border-top-right-radius: 2px;
}
.pagination > li > a:hover,
.pagination > li > span:hover,
.pagination > li > a:focus,
.pagination > li > span:focus {
  z-index: 2;
  color: #23527c;
  background-color: #eeeeee;
  border-color: #ddd;
}
.pagination > .active > a,
.pagination > .active > span,
.pagination > .active > a:hover,
.pagination > .active > span:hover,
.pagination > .active > a:focus,
.pagination > .active > span:focus {
  z-index: 3;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
  cursor: default;
}
.pagination > .disabled > span,
.pagination > .disabled > span:hover,
.pagination > .disabled > span:focus,
.pagination > .disabled > a,
.pagination > .disabled > a:hover,
.pagination > .disabled > a:focus {
  color: #777777;
  background-color: #fff;
  border-color: #ddd;
  cursor: not-allowed;
}
.pagination-lg > li > a,
.pagination-lg > li > span {
  padding: 10px 16px;
  font-size: 17px;
  line-height: 1.3333333;
}
.pagination-lg > li:first-child > a,
.pagination-lg > li:first-child > span {
  border-bottom-left-radius: 3px;
  border-top-left-radius: 3px;
}
.pagination-lg > li:last-child > a,
.pagination-lg > li:last-child > span {
  border-bottom-right-radius: 3px;
  border-top-right-radius: 3px;
}
.pagination-sm > li > a,
.pagination-sm > li > span {
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
}
.pagination-sm > li:first-child > a,
.pagination-sm > li:first-child > span {
  border-bottom-left-radius: 1px;
  border-top-left-radius: 1px;
}
.pagination-sm > li:last-child > a,
.pagination-sm > li:last-child > span {
  border-bottom-right-radius: 1px;
  border-top-right-radius: 1px;
}
.pager {
  padding-left: 0;
  margin: 18px 0;
  list-style: none;
  text-align: center;
}
.pager li {
  display: inline;
}
.pager li > a,
.pager li > span {
  display: inline-block;
  padding: 5px 14px;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 15px;
}
.pager li > a:hover,
.pager li > a:focus {
  text-decoration: none;
  background-color: #eeeeee;
}
.pager .next > a,
.pager .next > span {
  float: right;
}
.pager .previous > a,
.pager .previous > span {
  float: left;
}
.pager .disabled > a,
.pager .disabled > a:hover,
.pager .disabled > a:focus,
.pager .disabled > span {
  color: #777777;
  background-color: #fff;
  cursor: not-allowed;
}
.label {
  display: inline;
  padding: .2em .6em .3em;
  font-size: 75%;
  font-weight: bold;
  line-height: 1;
  color: #fff;
  text-align: center;
  white-space: nowrap;
  vertical-align: baseline;
  border-radius: .25em;
}
a.label:hover,
a.label:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.label:empty {
  display: none;
}
.btn .label {
  position: relative;
  top: -1px;
}
.label-default {
  background-color: #777777;
}
.label-default[href]:hover,
.label-default[href]:focus {
  background-color: #5e5e5e;
}
.label-primary {
  background-color: #337ab7;
}
.label-primary[href]:hover,
.label-primary[href]:focus {
  background-color: #286090;
}
.label-success {
  background-color: #5cb85c;
}
.label-success[href]:hover,
.label-success[href]:focus {
  background-color: #449d44;
}
.label-info {
  background-color: #5bc0de;
}
.label-info[href]:hover,
.label-info[href]:focus {
  background-color: #31b0d5;
}
.label-warning {
  background-color: #f0ad4e;
}
.label-warning[href]:hover,
.label-warning[href]:focus {
  background-color: #ec971f;
}
.label-danger {
  background-color: #d9534f;
}
.label-danger[href]:hover,
.label-danger[href]:focus {
  background-color: #c9302c;
}
.badge {
  display: inline-block;
  min-width: 10px;
  padding: 3px 7px;
  font-size: 12px;
  font-weight: bold;
  color: #fff;
  line-height: 1;
  vertical-align: middle;
  white-space: nowrap;
  text-align: center;
  background-color: #777777;
  border-radius: 10px;
}
.badge:empty {
  display: none;
}
.btn .badge {
  position: relative;
  top: -1px;
}
.btn-xs .badge,
.btn-group-xs > .btn .badge {
  top: 0;
  padding: 1px 5px;
}
a.badge:hover,
a.badge:focus {
  color: #fff;
  text-decoration: none;
  cursor: pointer;
}
.list-group-item.active > .badge,
.nav-pills > .active > a > .badge {
  color: #337ab7;
  background-color: #fff;
}
.list-group-item > .badge {
  float: right;
}
.list-group-item > .badge + .badge {
  margin-right: 5px;
}
.nav-pills > li > a > .badge {
  margin-left: 3px;
}
.jumbotron {
  padding-top: 30px;
  padding-bottom: 30px;
  margin-bottom: 30px;
  color: inherit;
  background-color: #eeeeee;
}
.jumbotron h1,
.jumbotron .h1 {
  color: inherit;
}
.jumbotron p {
  margin-bottom: 15px;
  font-size: 20px;
  font-weight: 200;
}
.jumbotron > hr {
  border-top-color: #d5d5d5;
}
.container .jumbotron,
.container-fluid .jumbotron {
  border-radius: 3px;
  padding-left: 0px;
  padding-right: 0px;
}
.jumbotron .container {
  max-width: 100%;
}
@media screen and (min-width: 768px) {
  .jumbotron {
    padding-top: 48px;
    padding-bottom: 48px;
  }
  .container .jumbotron,
  .container-fluid .jumbotron {
    padding-left: 60px;
    padding-right: 60px;
  }
  .jumbotron h1,
  .jumbotron .h1 {
    font-size: 59px;
  }
}
.thumbnail {
  display: block;
  padding: 4px;
  margin-bottom: 18px;
  line-height: 1.42857143;
  background-color: #fff;
  border: 1px solid #ddd;
  border-radius: 2px;
  -webkit-transition: border 0.2s ease-in-out;
  -o-transition: border 0.2s ease-in-out;
  transition: border 0.2s ease-in-out;
}
.thumbnail > img,
.thumbnail a > img {
  margin-left: auto;
  margin-right: auto;
}
a.thumbnail:hover,
a.thumbnail:focus,
a.thumbnail.active {
  border-color: #337ab7;
}
.thumbnail .caption {
  padding: 9px;
  color: #000;
}
.alert {
  padding: 15px;
  margin-bottom: 18px;
  border: 1px solid transparent;
  border-radius: 2px;
}
.alert h4 {
  margin-top: 0;
  color: inherit;
}
.alert .alert-link {
  font-weight: bold;
}
.alert > p,
.alert > ul {
  margin-bottom: 0;
}
.alert > p + p {
  margin-top: 5px;
}
.alert-dismissable,
.alert-dismissible {
  padding-right: 35px;
}
.alert-dismissable .close,
.alert-dismissible .close {
  position: relative;
  top: -2px;
  right: -21px;
  color: inherit;
}
.alert-success {
  background-color: #dff0d8;
  border-color: #d6e9c6;
  color: #3c763d;
}
.alert-success hr {
  border-top-color: #c9e2b3;
}
.alert-success .alert-link {
  color: #2b542c;
}
.alert-info {
  background-color: #d9edf7;
  border-color: #bce8f1;
  color: #31708f;
}
.alert-info hr {
  border-top-color: #a6e1ec;
}
.alert-info .alert-link {
  color: #245269;
}
.alert-warning {
  background-color: #fcf8e3;
  border-color: #faebcc;
  color: #8a6d3b;
}
.alert-warning hr {
  border-top-color: #f7e1b5;
}
.alert-warning .alert-link {
  color: #66512c;
}
.alert-danger {
  background-color: #f2dede;
  border-color: #ebccd1;
  color: #a94442;
}
.alert-danger hr {
  border-top-color: #e4b9c0;
}
.alert-danger .alert-link {
  color: #843534;
}
@-webkit-keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
@keyframes progress-bar-stripes {
  from {
    background-position: 40px 0;
  }
  to {
    background-position: 0 0;
  }
}
.progress {
  overflow: hidden;
  height: 18px;
  margin-bottom: 18px;
  background-color: #f5f5f5;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
  box-shadow: inset 0 1px 2px rgba(0, 0, 0, 0.1);
}
.progress-bar {
  float: left;
  width: 0%;
  height: 100%;
  font-size: 12px;
  line-height: 18px;
  color: #fff;
  text-align: center;
  background-color: #337ab7;
  -webkit-box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  box-shadow: inset 0 -1px 0 rgba(0, 0, 0, 0.15);
  -webkit-transition: width 0.6s ease;
  -o-transition: width 0.6s ease;
  transition: width 0.6s ease;
}
.progress-striped .progress-bar,
.progress-bar-striped {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-size: 40px 40px;
}
.progress.active .progress-bar,
.progress-bar.active {
  -webkit-animation: progress-bar-stripes 2s linear infinite;
  -o-animation: progress-bar-stripes 2s linear infinite;
  animation: progress-bar-stripes 2s linear infinite;
}
.progress-bar-success {
  background-color: #5cb85c;
}
.progress-striped .progress-bar-success {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-info {
  background-color: #5bc0de;
}
.progress-striped .progress-bar-info {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-warning {
  background-color: #f0ad4e;
}
.progress-striped .progress-bar-warning {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.progress-bar-danger {
  background-color: #d9534f;
}
.progress-striped .progress-bar-danger {
  background-image: -webkit-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: -o-linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
  background-image: linear-gradient(45deg, rgba(255, 255, 255, 0.15) 25%, transparent 25%, transparent 50%, rgba(255, 255, 255, 0.15) 50%, rgba(255, 255, 255, 0.15) 75%, transparent 75%, transparent);
}
.media {
  margin-top: 15px;
}
.media:first-child {
  margin-top: 0;
}
.media,
.media-body {
  zoom: 1;
  overflow: hidden;
}
.media-body {
  width: 10000px;
}
.media-object {
  display: block;
}
.media-object.img-thumbnail {
  max-width: none;
}
.media-right,
.media > .pull-right {
  padding-left: 10px;
}
.media-left,
.media > .pull-left {
  padding-right: 10px;
}
.media-left,
.media-right,
.media-body {
  display: table-cell;
  vertical-align: top;
}
.media-middle {
  vertical-align: middle;
}
.media-bottom {
  vertical-align: bottom;
}
.media-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.media-list {
  padding-left: 0;
  list-style: none;
}
.list-group {
  margin-bottom: 20px;
  padding-left: 0;
}
.list-group-item {
  position: relative;
  display: block;
  padding: 10px 15px;
  margin-bottom: -1px;
  background-color: #fff;
  border: 1px solid #ddd;
}
.list-group-item:first-child {
  border-top-right-radius: 2px;
  border-top-left-radius: 2px;
}
.list-group-item:last-child {
  margin-bottom: 0;
  border-bottom-right-radius: 2px;
  border-bottom-left-radius: 2px;
}
a.list-group-item,
button.list-group-item {
  color: #555;
}
a.list-group-item .list-group-item-heading,
button.list-group-item .list-group-item-heading {
  color: #333;
}
a.list-group-item:hover,
button.list-group-item:hover,
a.list-group-item:focus,
button.list-group-item:focus {
  text-decoration: none;
  color: #555;
  background-color: #f5f5f5;
}
button.list-group-item {
  width: 100%;
  text-align: left;
}
.list-group-item.disabled,
.list-group-item.disabled:hover,
.list-group-item.disabled:focus {
  background-color: #eeeeee;
  color: #777777;
  cursor: not-allowed;
}
.list-group-item.disabled .list-group-item-heading,
.list-group-item.disabled:hover .list-group-item-heading,
.list-group-item.disabled:focus .list-group-item-heading {
  color: inherit;
}
.list-group-item.disabled .list-group-item-text,
.list-group-item.disabled:hover .list-group-item-text,
.list-group-item.disabled:focus .list-group-item-text {
  color: #777777;
}
.list-group-item.active,
.list-group-item.active:hover,
.list-group-item.active:focus {
  z-index: 2;
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.list-group-item.active .list-group-item-heading,
.list-group-item.active:hover .list-group-item-heading,
.list-group-item.active:focus .list-group-item-heading,
.list-group-item.active .list-group-item-heading > small,
.list-group-item.active:hover .list-group-item-heading > small,
.list-group-item.active:focus .list-group-item-heading > small,
.list-group-item.active .list-group-item-heading > .small,
.list-group-item.active:hover .list-group-item-heading > .small,
.list-group-item.active:focus .list-group-item-heading > .small {
  color: inherit;
}
.list-group-item.active .list-group-item-text,
.list-group-item.active:hover .list-group-item-text,
.list-group-item.active:focus .list-group-item-text {
  color: #c7ddef;
}
.list-group-item-success {
  color: #3c763d;
  background-color: #dff0d8;
}
a.list-group-item-success,
button.list-group-item-success {
  color: #3c763d;
}
a.list-group-item-success .list-group-item-heading,
button.list-group-item-success .list-group-item-heading {
  color: inherit;
}
a.list-group-item-success:hover,
button.list-group-item-success:hover,
a.list-group-item-success:focus,
button.list-group-item-success:focus {
  color: #3c763d;
  background-color: #d0e9c6;
}
a.list-group-item-success.active,
button.list-group-item-success.active,
a.list-group-item-success.active:hover,
button.list-group-item-success.active:hover,
a.list-group-item-success.active:focus,
button.list-group-item-success.active:focus {
  color: #fff;
  background-color: #3c763d;
  border-color: #3c763d;
}
.list-group-item-info {
  color: #31708f;
  background-color: #d9edf7;
}
a.list-group-item-info,
button.list-group-item-info {
  color: #31708f;
}
a.list-group-item-info .list-group-item-heading,
button.list-group-item-info .list-group-item-heading {
  color: inherit;
}
a.list-group-item-info:hover,
button.list-group-item-info:hover,
a.list-group-item-info:focus,
button.list-group-item-info:focus {
  color: #31708f;
  background-color: #c4e3f3;
}
a.list-group-item-info.active,
button.list-group-item-info.active,
a.list-group-item-info.active:hover,
button.list-group-item-info.active:hover,
a.list-group-item-info.active:focus,
button.list-group-item-info.active:focus {
  color: #fff;
  background-color: #31708f;
  border-color: #31708f;
}
.list-group-item-warning {
  color: #8a6d3b;
  background-color: #fcf8e3;
}
a.list-group-item-warning,
button.list-group-item-warning {
  color: #8a6d3b;
}
a.list-group-item-warning .list-group-item-heading,
button.list-group-item-warning .list-group-item-heading {
  color: inherit;
}
a.list-group-item-warning:hover,
button.list-group-item-warning:hover,
a.list-group-item-warning:focus,
button.list-group-item-warning:focus {
  color: #8a6d3b;
  background-color: #faf2cc;
}
a.list-group-item-warning.active,
button.list-group-item-warning.active,
a.list-group-item-warning.active:hover,
button.list-group-item-warning.active:hover,
a.list-group-item-warning.active:focus,
button.list-group-item-warning.active:focus {
  color: #fff;
  background-color: #8a6d3b;
  border-color: #8a6d3b;
}
.list-group-item-danger {
  color: #a94442;
  background-color: #f2dede;
}
a.list-group-item-danger,
button.list-group-item-danger {
  color: #a94442;
}
a.list-group-item-danger .list-group-item-heading,
button.list-group-item-danger .list-group-item-heading {
  color: inherit;
}
a.list-group-item-danger:hover,
button.list-group-item-danger:hover,
a.list-group-item-danger:focus,
button.list-group-item-danger:focus {
  color: #a94442;
  background-color: #ebcccc;
}
a.list-group-item-danger.active,
button.list-group-item-danger.active,
a.list-group-item-danger.active:hover,
button.list-group-item-danger.active:hover,
a.list-group-item-danger.active:focus,
button.list-group-item-danger.active:focus {
  color: #fff;
  background-color: #a94442;
  border-color: #a94442;
}
.list-group-item-heading {
  margin-top: 0;
  margin-bottom: 5px;
}
.list-group-item-text {
  margin-bottom: 0;
  line-height: 1.3;
}
.panel {
  margin-bottom: 18px;
  background-color: #fff;
  border: 1px solid transparent;
  border-radius: 2px;
  -webkit-box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: 0 1px 1px rgba(0, 0, 0, 0.05);
}
.panel-body {
  padding: 15px;
}
.panel-heading {
  padding: 10px 15px;
  border-bottom: 1px solid transparent;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel-heading > .dropdown .dropdown-toggle {
  color: inherit;
}
.panel-title {
  margin-top: 0;
  margin-bottom: 0;
  font-size: 15px;
  color: inherit;
}
.panel-title > a,
.panel-title > small,
.panel-title > .small,
.panel-title > small > a,
.panel-title > .small > a {
  color: inherit;
}
.panel-footer {
  padding: 10px 15px;
  background-color: #f5f5f5;
  border-top: 1px solid #ddd;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .list-group,
.panel > .panel-collapse > .list-group {
  margin-bottom: 0;
}
.panel > .list-group .list-group-item,
.panel > .panel-collapse > .list-group .list-group-item {
  border-width: 1px 0;
  border-radius: 0;
}
.panel > .list-group:first-child .list-group-item:first-child,
.panel > .panel-collapse > .list-group:first-child .list-group-item:first-child {
  border-top: 0;
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .list-group:last-child .list-group-item:last-child,
.panel > .panel-collapse > .list-group:last-child .list-group-item:last-child {
  border-bottom: 0;
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .panel-heading + .panel-collapse > .list-group .list-group-item:first-child {
  border-top-right-radius: 0;
  border-top-left-radius: 0;
}
.panel-heading + .list-group .list-group-item:first-child {
  border-top-width: 0;
}
.list-group + .panel-footer {
  border-top-width: 0;
}
.panel > .table,
.panel > .table-responsive > .table,
.panel > .panel-collapse > .table {
  margin-bottom: 0;
}
.panel > .table caption,
.panel > .table-responsive > .table caption,
.panel > .panel-collapse > .table caption {
  padding-left: 15px;
  padding-right: 15px;
}
.panel > .table:first-child,
.panel > .table-responsive:first-child > .table:first-child {
  border-top-right-radius: 1px;
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child {
  border-top-left-radius: 1px;
  border-top-right-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:first-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:first-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:first-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:first-child {
  border-top-left-radius: 1px;
}
.panel > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child td:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child td:last-child,
.panel > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > thead:first-child > tr:first-child th:last-child,
.panel > .table:first-child > tbody:first-child > tr:first-child th:last-child,
.panel > .table-responsive:first-child > .table:first-child > tbody:first-child > tr:first-child th:last-child {
  border-top-right-radius: 1px;
}
.panel > .table:last-child,
.panel > .table-responsive:last-child > .table:last-child {
  border-bottom-right-radius: 1px;
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child {
  border-bottom-left-radius: 1px;
  border-bottom-right-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:first-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:first-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:first-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:first-child {
  border-bottom-left-radius: 1px;
}
.panel > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child td:last-child,
.panel > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tbody:last-child > tr:last-child th:last-child,
.panel > .table:last-child > tfoot:last-child > tr:last-child th:last-child,
.panel > .table-responsive:last-child > .table:last-child > tfoot:last-child > tr:last-child th:last-child {
  border-bottom-right-radius: 1px;
}
.panel > .panel-body + .table,
.panel > .panel-body + .table-responsive,
.panel > .table + .panel-body,
.panel > .table-responsive + .panel-body {
  border-top: 1px solid #ddd;
}
.panel > .table > tbody:first-child > tr:first-child th,
.panel > .table > tbody:first-child > tr:first-child td {
  border-top: 0;
}
.panel > .table-bordered,
.panel > .table-responsive > .table-bordered {
  border: 0;
}
.panel > .table-bordered > thead > tr > th:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:first-child,
.panel > .table-bordered > tbody > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:first-child,
.panel > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:first-child,
.panel > .table-bordered > thead > tr > td:first-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:first-child,
.panel > .table-bordered > tbody > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:first-child,
.panel > .table-bordered > tfoot > tr > td:first-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:first-child {
  border-left: 0;
}
.panel > .table-bordered > thead > tr > th:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > th:last-child,
.panel > .table-bordered > tbody > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > th:last-child,
.panel > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > th:last-child,
.panel > .table-bordered > thead > tr > td:last-child,
.panel > .table-responsive > .table-bordered > thead > tr > td:last-child,
.panel > .table-bordered > tbody > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tbody > tr > td:last-child,
.panel > .table-bordered > tfoot > tr > td:last-child,
.panel > .table-responsive > .table-bordered > tfoot > tr > td:last-child {
  border-right: 0;
}
.panel > .table-bordered > thead > tr:first-child > td,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > td,
.panel > .table-bordered > tbody > tr:first-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > td,
.panel > .table-bordered > thead > tr:first-child > th,
.panel > .table-responsive > .table-bordered > thead > tr:first-child > th,
.panel > .table-bordered > tbody > tr:first-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:first-child > th {
  border-bottom: 0;
}
.panel > .table-bordered > tbody > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > td,
.panel > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > td,
.panel > .table-bordered > tbody > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tbody > tr:last-child > th,
.panel > .table-bordered > tfoot > tr:last-child > th,
.panel > .table-responsive > .table-bordered > tfoot > tr:last-child > th {
  border-bottom: 0;
}
.panel > .table-responsive {
  border: 0;
  margin-bottom: 0;
}
.panel-group {
  margin-bottom: 18px;
}
.panel-group .panel {
  margin-bottom: 0;
  border-radius: 2px;
}
.panel-group .panel + .panel {
  margin-top: 5px;
}
.panel-group .panel-heading {
  border-bottom: 0;
}
.panel-group .panel-heading + .panel-collapse > .panel-body,
.panel-group .panel-heading + .panel-collapse > .list-group {
  border-top: 1px solid #ddd;
}
.panel-group .panel-footer {
  border-top: 0;
}
.panel-group .panel-footer + .panel-collapse .panel-body {
  border-bottom: 1px solid #ddd;
}
.panel-default {
  border-color: #ddd;
}
.panel-default > .panel-heading {
  color: #333333;
  background-color: #f5f5f5;
  border-color: #ddd;
}
.panel-default > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ddd;
}
.panel-default > .panel-heading .badge {
  color: #f5f5f5;
  background-color: #333333;
}
.panel-default > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ddd;
}
.panel-primary {
  border-color: #337ab7;
}
.panel-primary > .panel-heading {
  color: #fff;
  background-color: #337ab7;
  border-color: #337ab7;
}
.panel-primary > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #337ab7;
}
.panel-primary > .panel-heading .badge {
  color: #337ab7;
  background-color: #fff;
}
.panel-primary > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #337ab7;
}
.panel-success {
  border-color: #d6e9c6;
}
.panel-success > .panel-heading {
  color: #3c763d;
  background-color: #dff0d8;
  border-color: #d6e9c6;
}
.panel-success > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #d6e9c6;
}
.panel-success > .panel-heading .badge {
  color: #dff0d8;
  background-color: #3c763d;
}
.panel-success > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #d6e9c6;
}
.panel-info {
  border-color: #bce8f1;
}
.panel-info > .panel-heading {
  color: #31708f;
  background-color: #d9edf7;
  border-color: #bce8f1;
}
.panel-info > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #bce8f1;
}
.panel-info > .panel-heading .badge {
  color: #d9edf7;
  background-color: #31708f;
}
.panel-info > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #bce8f1;
}
.panel-warning {
  border-color: #faebcc;
}
.panel-warning > .panel-heading {
  color: #8a6d3b;
  background-color: #fcf8e3;
  border-color: #faebcc;
}
.panel-warning > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #faebcc;
}
.panel-warning > .panel-heading .badge {
  color: #fcf8e3;
  background-color: #8a6d3b;
}
.panel-warning > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #faebcc;
}
.panel-danger {
  border-color: #ebccd1;
}
.panel-danger > .panel-heading {
  color: #a94442;
  background-color: #f2dede;
  border-color: #ebccd1;
}
.panel-danger > .panel-heading + .panel-collapse > .panel-body {
  border-top-color: #ebccd1;
}
.panel-danger > .panel-heading .badge {
  color: #f2dede;
  background-color: #a94442;
}
.panel-danger > .panel-footer + .panel-collapse > .panel-body {
  border-bottom-color: #ebccd1;
}
.embed-responsive {
  position: relative;
  display: block;
  height: 0;
  padding: 0;
  overflow: hidden;
}
.embed-responsive .embed-responsive-item,
.embed-responsive iframe,
.embed-responsive embed,
.embed-responsive object,
.embed-responsive video {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  height: 100%;
  width: 100%;
  border: 0;
}
.embed-responsive-16by9 {
  padding-bottom: 56.25%;
}
.embed-responsive-4by3 {
  padding-bottom: 75%;
}
.well {
  min-height: 20px;
  padding: 19px;
  margin-bottom: 20px;
  background-color: #f5f5f5;
  border: 1px solid #e3e3e3;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.05);
}
.well blockquote {
  border-color: #ddd;
  border-color: rgba(0, 0, 0, 0.15);
}
.well-lg {
  padding: 24px;
  border-radius: 3px;
}
.well-sm {
  padding: 9px;
  border-radius: 1px;
}
.close {
  float: right;
  font-size: 19.5px;
  font-weight: bold;
  line-height: 1;
  color: #000;
  text-shadow: 0 1px 0 #fff;
  opacity: 0.2;
  filter: alpha(opacity=20);
}
.close:hover,
.close:focus {
  color: #000;
  text-decoration: none;
  cursor: pointer;
  opacity: 0.5;
  filter: alpha(opacity=50);
}
button.close {
  padding: 0;
  cursor: pointer;
  background: transparent;
  border: 0;
  -webkit-appearance: none;
}
.modal-open {
  overflow: hidden;
}
.modal {
  display: none;
  overflow: hidden;
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1050;
  -webkit-overflow-scrolling: touch;
  outline: 0;
}
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, -25%);
  -ms-transform: translate(0, -25%);
  -o-transform: translate(0, -25%);
  transform: translate(0, -25%);
  -webkit-transition: -webkit-transform 0.3s ease-out;
  -moz-transition: -moz-transform 0.3s ease-out;
  -o-transition: -o-transform 0.3s ease-out;
  transition: transform 0.3s ease-out;
}
.modal.in .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
.modal-open .modal {
  overflow-x: hidden;
  overflow-y: auto;
}
.modal-dialog {
  position: relative;
  width: auto;
  margin: 10px;
}
.modal-content {
  position: relative;
  background-color: #fff;
  border: 1px solid #999;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  box-shadow: 0 3px 9px rgba(0, 0, 0, 0.5);
  background-clip: padding-box;
  outline: 0;
}
.modal-backdrop {
  position: fixed;
  top: 0;
  right: 0;
  bottom: 0;
  left: 0;
  z-index: 1040;
  background-color: #000;
}
.modal-backdrop.fade {
  opacity: 0;
  filter: alpha(opacity=0);
}
.modal-backdrop.in {
  opacity: 0.5;
  filter: alpha(opacity=50);
}
.modal-header {
  padding: 15px;
  border-bottom: 1px solid #e5e5e5;
}
.modal-header .close {
  margin-top: -2px;
}
.modal-title {
  margin: 0;
  line-height: 1.42857143;
}
.modal-body {
  position: relative;
  padding: 15px;
}
.modal-footer {
  padding: 15px;
  text-align: right;
  border-top: 1px solid #e5e5e5;
}
.modal-footer .btn + .btn {
  margin-left: 5px;
  margin-bottom: 0;
}
.modal-footer .btn-group .btn + .btn {
  margin-left: -1px;
}
.modal-footer .btn-block + .btn-block {
  margin-left: 0;
}
.modal-scrollbar-measure {
  position: absolute;
  top: -9999px;
  width: 50px;
  height: 50px;
  overflow: scroll;
}
@media (min-width: 768px) {
  .modal-dialog {
    width: 600px;
    margin: 30px auto;
  }
  .modal-content {
    -webkit-box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
    box-shadow: 0 5px 15px rgba(0, 0, 0, 0.5);
  }
  .modal-sm {
    width: 300px;
  }
}
@media (min-width: 992px) {
  .modal-lg {
    width: 900px;
  }
}
.tooltip {
  position: absolute;
  z-index: 1070;
  display: block;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 12px;
  opacity: 0;
  filter: alpha(opacity=0);
}
.tooltip.in {
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.tooltip.top {
  margin-top: -3px;
  padding: 5px 0;
}
.tooltip.right {
  margin-left: 3px;
  padding: 0 5px;
}
.tooltip.bottom {
  margin-top: 3px;
  padding: 5px 0;
}
.tooltip.left {
  margin-left: -3px;
  padding: 0 5px;
}
.tooltip-inner {
  max-width: 200px;
  padding: 3px 8px;
  color: #fff;
  text-align: center;
  background-color: #000;
  border-radius: 2px;
}
.tooltip-arrow {
  position: absolute;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.tooltip.top .tooltip-arrow {
  bottom: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-left .tooltip-arrow {
  bottom: 0;
  right: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.top-right .tooltip-arrow {
  bottom: 0;
  left: 5px;
  margin-bottom: -5px;
  border-width: 5px 5px 0;
  border-top-color: #000;
}
.tooltip.right .tooltip-arrow {
  top: 50%;
  left: 0;
  margin-top: -5px;
  border-width: 5px 5px 5px 0;
  border-right-color: #000;
}
.tooltip.left .tooltip-arrow {
  top: 50%;
  right: 0;
  margin-top: -5px;
  border-width: 5px 0 5px 5px;
  border-left-color: #000;
}
.tooltip.bottom .tooltip-arrow {
  top: 0;
  left: 50%;
  margin-left: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-left .tooltip-arrow {
  top: 0;
  right: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.tooltip.bottom-right .tooltip-arrow {
  top: 0;
  left: 5px;
  margin-top: -5px;
  border-width: 0 5px 5px;
  border-bottom-color: #000;
}
.popover {
  position: absolute;
  top: 0;
  left: 0;
  z-index: 1060;
  display: none;
  max-width: 276px;
  padding: 1px;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
  font-style: normal;
  font-weight: normal;
  letter-spacing: normal;
  line-break: auto;
  line-height: 1.42857143;
  text-align: left;
  text-align: start;
  text-decoration: none;
  text-shadow: none;
  text-transform: none;
  white-space: normal;
  word-break: normal;
  word-spacing: normal;
  word-wrap: normal;
  font-size: 13px;
  background-color: #fff;
  background-clip: padding-box;
  border: 1px solid #ccc;
  border: 1px solid rgba(0, 0, 0, 0.2);
  border-radius: 3px;
  -webkit-box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
  box-shadow: 0 5px 10px rgba(0, 0, 0, 0.2);
}
.popover.top {
  margin-top: -10px;
}
.popover.right {
  margin-left: 10px;
}
.popover.bottom {
  margin-top: 10px;
}
.popover.left {
  margin-left: -10px;
}
.popover-title {
  margin: 0;
  padding: 8px 14px;
  font-size: 13px;
  background-color: #f7f7f7;
  border-bottom: 1px solid #ebebeb;
  border-radius: 2px 2px 0 0;
}
.popover-content {
  padding: 9px 14px;
}
.popover > .arrow,
.popover > .arrow:after {
  position: absolute;
  display: block;
  width: 0;
  height: 0;
  border-color: transparent;
  border-style: solid;
}
.popover > .arrow {
  border-width: 11px;
}
.popover > .arrow:after {
  border-width: 10px;
  content: "";
}
.popover.top > .arrow {
  left: 50%;
  margin-left: -11px;
  border-bottom-width: 0;
  border-top-color: #999999;
  border-top-color: rgba(0, 0, 0, 0.25);
  bottom: -11px;
}
.popover.top > .arrow:after {
  content: " ";
  bottom: 1px;
  margin-left: -10px;
  border-bottom-width: 0;
  border-top-color: #fff;
}
.popover.right > .arrow {
  top: 50%;
  left: -11px;
  margin-top: -11px;
  border-left-width: 0;
  border-right-color: #999999;
  border-right-color: rgba(0, 0, 0, 0.25);
}
.popover.right > .arrow:after {
  content: " ";
  left: 1px;
  bottom: -10px;
  border-left-width: 0;
  border-right-color: #fff;
}
.popover.bottom > .arrow {
  left: 50%;
  margin-left: -11px;
  border-top-width: 0;
  border-bottom-color: #999999;
  border-bottom-color: rgba(0, 0, 0, 0.25);
  top: -11px;
}
.popover.bottom > .arrow:after {
  content: " ";
  top: 1px;
  margin-left: -10px;
  border-top-width: 0;
  border-bottom-color: #fff;
}
.popover.left > .arrow {
  top: 50%;
  right: -11px;
  margin-top: -11px;
  border-right-width: 0;
  border-left-color: #999999;
  border-left-color: rgba(0, 0, 0, 0.25);
}
.popover.left > .arrow:after {
  content: " ";
  right: 1px;
  border-right-width: 0;
  border-left-color: #fff;
  bottom: -10px;
}
.carousel {
  position: relative;
}
.carousel-inner {
  position: relative;
  overflow: hidden;
  width: 100%;
}
.carousel-inner > .item {
  display: none;
  position: relative;
  -webkit-transition: 0.6s ease-in-out left;
  -o-transition: 0.6s ease-in-out left;
  transition: 0.6s ease-in-out left;
}
.carousel-inner > .item > img,
.carousel-inner > .item > a > img {
  line-height: 1;
}
@media all and (transform-3d), (-webkit-transform-3d) {
  .carousel-inner > .item {
    -webkit-transition: -webkit-transform 0.6s ease-in-out;
    -moz-transition: -moz-transform 0.6s ease-in-out;
    -o-transition: -o-transform 0.6s ease-in-out;
    transition: transform 0.6s ease-in-out;
    -webkit-backface-visibility: hidden;
    -moz-backface-visibility: hidden;
    backface-visibility: hidden;
    -webkit-perspective: 1000px;
    -moz-perspective: 1000px;
    perspective: 1000px;
  }
  .carousel-inner > .item.next,
  .carousel-inner > .item.active.right {
    -webkit-transform: translate3d(100%, 0, 0);
    transform: translate3d(100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.prev,
  .carousel-inner > .item.active.left {
    -webkit-transform: translate3d(-100%, 0, 0);
    transform: translate3d(-100%, 0, 0);
    left: 0;
  }
  .carousel-inner > .item.next.left,
  .carousel-inner > .item.prev.right,
  .carousel-inner > .item.active {
    -webkit-transform: translate3d(0, 0, 0);
    transform: translate3d(0, 0, 0);
    left: 0;
  }
}
.carousel-inner > .active,
.carousel-inner > .next,
.carousel-inner > .prev {
  display: block;
}
.carousel-inner > .active {
  left: 0;
}
.carousel-inner > .next,
.carousel-inner > .prev {
  position: absolute;
  top: 0;
  width: 100%;
}
.carousel-inner > .next {
  left: 100%;
}
.carousel-inner > .prev {
  left: -100%;
}
.carousel-inner > .next.left,
.carousel-inner > .prev.right {
  left: 0;
}
.carousel-inner > .active.left {
  left: -100%;
}
.carousel-inner > .active.right {
  left: 100%;
}
.carousel-control {
  position: absolute;
  top: 0;
  left: 0;
  bottom: 0;
  width: 15%;
  opacity: 0.5;
  filter: alpha(opacity=50);
  font-size: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
  background-color: rgba(0, 0, 0, 0);
}
.carousel-control.left {
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.5) 0%, rgba(0, 0, 0, 0.0001) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#80000000', endColorstr='#00000000', GradientType=1);
}
.carousel-control.right {
  left: auto;
  right: 0;
  background-image: -webkit-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: -o-linear-gradient(left, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-image: linear-gradient(to right, rgba(0, 0, 0, 0.0001) 0%, rgba(0, 0, 0, 0.5) 100%);
  background-repeat: repeat-x;
  filter: progid:DXImageTransform.Microsoft.gradient(startColorstr='#00000000', endColorstr='#80000000', GradientType=1);
}
.carousel-control:hover,
.carousel-control:focus {
  outline: 0;
  color: #fff;
  text-decoration: none;
  opacity: 0.9;
  filter: alpha(opacity=90);
}
.carousel-control .icon-prev,
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-left,
.carousel-control .glyphicon-chevron-right {
  position: absolute;
  top: 50%;
  margin-top: -10px;
  z-index: 5;
  display: inline-block;
}
.carousel-control .icon-prev,
.carousel-control .glyphicon-chevron-left {
  left: 50%;
  margin-left: -10px;
}
.carousel-control .icon-next,
.carousel-control .glyphicon-chevron-right {
  right: 50%;
  margin-right: -10px;
}
.carousel-control .icon-prev,
.carousel-control .icon-next {
  width: 20px;
  height: 20px;
  line-height: 1;
  font-family: serif;
}
.carousel-control .icon-prev:before {
  content: '\2039';
}
.carousel-control .icon-next:before {
  content: '\203a';
}
.carousel-indicators {
  position: absolute;
  bottom: 10px;
  left: 50%;
  z-index: 15;
  width: 60%;
  margin-left: -30%;
  padding-left: 0;
  list-style: none;
  text-align: center;
}
.carousel-indicators li {
  display: inline-block;
  width: 10px;
  height: 10px;
  margin: 1px;
  text-indent: -999px;
  border: 1px solid #fff;
  border-radius: 10px;
  cursor: pointer;
  background-color: #000 \9;
  background-color: rgba(0, 0, 0, 0);
}
.carousel-indicators .active {
  margin: 0;
  width: 12px;
  height: 12px;
  background-color: #fff;
}
.carousel-caption {
  position: absolute;
  left: 15%;
  right: 15%;
  bottom: 20px;
  z-index: 10;
  padding-top: 20px;
  padding-bottom: 20px;
  color: #fff;
  text-align: center;
  text-shadow: 0 1px 2px rgba(0, 0, 0, 0.6);
}
.carousel-caption .btn {
  text-shadow: none;
}
@media screen and (min-width: 768px) {
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-prev,
  .carousel-control .icon-next {
    width: 30px;
    height: 30px;
    margin-top: -10px;
    font-size: 30px;
  }
  .carousel-control .glyphicon-chevron-left,
  .carousel-control .icon-prev {
    margin-left: -10px;
  }
  .carousel-control .glyphicon-chevron-right,
  .carousel-control .icon-next {
    margin-right: -10px;
  }
  .carousel-caption {
    left: 20%;
    right: 20%;
    padding-bottom: 30px;
  }
  .carousel-indicators {
    bottom: 20px;
  }
}
.clearfix:before,
.clearfix:after,
.dl-horizontal dd:before,
.dl-horizontal dd:after,
.container:before,
.container:after,
.container-fluid:before,
.container-fluid:after,
.row:before,
.row:after,
.form-horizontal .form-group:before,
.form-horizontal .form-group:after,
.btn-toolbar:before,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:before,
.btn-group-vertical > .btn-group:after,
.nav:before,
.nav:after,
.navbar:before,
.navbar:after,
.navbar-header:before,
.navbar-header:after,
.navbar-collapse:before,
.navbar-collapse:after,
.pager:before,
.pager:after,
.panel-body:before,
.panel-body:after,
.modal-header:before,
.modal-header:after,
.modal-footer:before,
.modal-footer:after,
.item_buttons:before,
.item_buttons:after {
  content: " ";
  display: table;
}
.clearfix:after,
.dl-horizontal dd:after,
.container:after,
.container-fluid:after,
.row:after,
.form-horizontal .form-group:after,
.btn-toolbar:after,
.btn-group-vertical > .btn-group:after,
.nav:after,
.navbar:after,
.navbar-header:after,
.navbar-collapse:after,
.pager:after,
.panel-body:after,
.modal-header:after,
.modal-footer:after,
.item_buttons:after {
  clear: both;
}
.center-block {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.pull-right {
  float: right !important;
}
.pull-left {
  float: left !important;
}
.hide {
  display: none !important;
}
.show {
  display: block !important;
}
.invisible {
  visibility: hidden;
}
.text-hide {
  font: 0/0 a;
  color: transparent;
  text-shadow: none;
  background-color: transparent;
  border: 0;
}
.hidden {
  display: none !important;
}
.affix {
  position: fixed;
}
@-ms-viewport {
  width: device-width;
}
.visible-xs,
.visible-sm,
.visible-md,
.visible-lg {
  display: none !important;
}
.visible-xs-block,
.visible-xs-inline,
.visible-xs-inline-block,
.visible-sm-block,
.visible-sm-inline,
.visible-sm-inline-block,
.visible-md-block,
.visible-md-inline,
.visible-md-inline-block,
.visible-lg-block,
.visible-lg-inline,
.visible-lg-inline-block {
  display: none !important;
}
@media (max-width: 767px) {
  .visible-xs {
    display: block !important;
  }
  table.visible-xs {
    display: table !important;
  }
  tr.visible-xs {
    display: table-row !important;
  }
  th.visible-xs,
  td.visible-xs {
    display: table-cell !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-block {
    display: block !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline {
    display: inline !important;
  }
}
@media (max-width: 767px) {
  .visible-xs-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm {
    display: block !important;
  }
  table.visible-sm {
    display: table !important;
  }
  tr.visible-sm {
    display: table-row !important;
  }
  th.visible-sm,
  td.visible-sm {
    display: table-cell !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-block {
    display: block !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline {
    display: inline !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .visible-sm-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md {
    display: block !important;
  }
  table.visible-md {
    display: table !important;
  }
  tr.visible-md {
    display: table-row !important;
  }
  th.visible-md,
  td.visible-md {
    display: table-cell !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-block {
    display: block !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline {
    display: inline !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .visible-md-inline-block {
    display: inline-block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg {
    display: block !important;
  }
  table.visible-lg {
    display: table !important;
  }
  tr.visible-lg {
    display: table-row !important;
  }
  th.visible-lg,
  td.visible-lg {
    display: table-cell !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-block {
    display: block !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline {
    display: inline !important;
  }
}
@media (min-width: 1200px) {
  .visible-lg-inline-block {
    display: inline-block !important;
  }
}
@media (max-width: 767px) {
  .hidden-xs {
    display: none !important;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  .hidden-sm {
    display: none !important;
  }
}
@media (min-width: 992px) and (max-width: 1199px) {
  .hidden-md {
    display: none !important;
  }
}
@media (min-width: 1200px) {
  .hidden-lg {
    display: none !important;
  }
}
.visible-print {
  display: none !important;
}
@media print {
  .visible-print {
    display: block !important;
  }
  table.visible-print {
    display: table !important;
  }
  tr.visible-print {
    display: table-row !important;
  }
  th.visible-print,
  td.visible-print {
    display: table-cell !important;
  }
}
.visible-print-block {
  display: none !important;
}
@media print {
  .visible-print-block {
    display: block !important;
  }
}
.visible-print-inline {
  display: none !important;
}
@media print {
  .visible-print-inline {
    display: inline !important;
  }
}
.visible-print-inline-block {
  display: none !important;
}
@media print {
  .visible-print-inline-block {
    display: inline-block !important;
  }
}
@media print {
  .hidden-print {
    display: none !important;
  }
}
/*!
*
* Font Awesome
*
*/
/*!
 *  Font Awesome 4.2.0 by @davegandy - http://fontawesome.io - @fontawesome
 *  License - http://fontawesome.io/license (Font: SIL OFL 1.1, CSS: MIT License)
 */
/* FONT PATH
 * -------------------------- */
@font-face {
  font-family: 'FontAwesome';
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?v=4.2.0');
  src: url('../components/font-awesome/fonts/fontawesome-webfont.eot?#iefix&v=4.2.0') format('embedded-opentype'), url('../components/font-awesome/fonts/fontawesome-webfont.woff?v=4.2.0') format('woff'), url('../components/font-awesome/fonts/fontawesome-webfont.ttf?v=4.2.0') format('truetype'), url('../components/font-awesome/fonts/fontawesome-webfont.svg?v=4.2.0#fontawesomeregular') format('svg');
  font-weight: normal;
  font-style: normal;
}
.fa {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
}
/* makes the font 33% larger relative to the icon container */
.fa-lg {
  font-size: 1.33333333em;
  line-height: 0.75em;
  vertical-align: -15%;
}
.fa-2x {
  font-size: 2em;
}
.fa-3x {
  font-size: 3em;
}
.fa-4x {
  font-size: 4em;
}
.fa-5x {
  font-size: 5em;
}
.fa-fw {
  width: 1.28571429em;
  text-align: center;
}
.fa-ul {
  padding-left: 0;
  margin-left: 2.14285714em;
  list-style-type: none;
}
.fa-ul > li {
  position: relative;
}
.fa-li {
  position: absolute;
  left: -2.14285714em;
  width: 2.14285714em;
  top: 0.14285714em;
  text-align: center;
}
.fa-li.fa-lg {
  left: -1.85714286em;
}
.fa-border {
  padding: .2em .25em .15em;
  border: solid 0.08em #eee;
  border-radius: .1em;
}
.pull-right {
  float: right;
}
.pull-left {
  float: left;
}
.fa.pull-left {
  margin-right: .3em;
}
.fa.pull-right {
  margin-left: .3em;
}
.fa-spin {
  -webkit-animation: fa-spin 2s infinite linear;
  animation: fa-spin 2s infinite linear;
}
@-webkit-keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
@keyframes fa-spin {
  0% {
    -webkit-transform: rotate(0deg);
    transform: rotate(0deg);
  }
  100% {
    -webkit-transform: rotate(359deg);
    transform: rotate(359deg);
  }
}
.fa-rotate-90 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=1);
  -webkit-transform: rotate(90deg);
  -ms-transform: rotate(90deg);
  transform: rotate(90deg);
}
.fa-rotate-180 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2);
  -webkit-transform: rotate(180deg);
  -ms-transform: rotate(180deg);
  transform: rotate(180deg);
}
.fa-rotate-270 {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=3);
  -webkit-transform: rotate(270deg);
  -ms-transform: rotate(270deg);
  transform: rotate(270deg);
}
.fa-flip-horizontal {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=0, mirror=1);
  -webkit-transform: scale(-1, 1);
  -ms-transform: scale(-1, 1);
  transform: scale(-1, 1);
}
.fa-flip-vertical {
  filter: progid:DXImageTransform.Microsoft.BasicImage(rotation=2, mirror=1);
  -webkit-transform: scale(1, -1);
  -ms-transform: scale(1, -1);
  transform: scale(1, -1);
}
:root .fa-rotate-90,
:root .fa-rotate-180,
:root .fa-rotate-270,
:root .fa-flip-horizontal,
:root .fa-flip-vertical {
  filter: none;
}
.fa-stack {
  position: relative;
  display: inline-block;
  width: 2em;
  height: 2em;
  line-height: 2em;
  vertical-align: middle;
}
.fa-stack-1x,
.fa-stack-2x {
  position: absolute;
  left: 0;
  width: 100%;
  text-align: center;
}
.fa-stack-1x {
  line-height: inherit;
}
.fa-stack-2x {
  font-size: 2em;
}
.fa-inverse {
  color: #fff;
}
/* Font Awesome uses the Unicode Private Use Area (PUA) to ensure screen
   readers do not read off random characters that represent icons */
.fa-glass:before {
  content: "\f000";
}
.fa-music:before {
  content: "\f001";
}
.fa-search:before {
  content: "\f002";
}
.fa-envelope-o:before {
  content: "\f003";
}
.fa-heart:before {
  content: "\f004";
}
.fa-star:before {
  content: "\f005";
}
.fa-star-o:before {
  content: "\f006";
}
.fa-user:before {
  content: "\f007";
}
.fa-film:before {
  content: "\f008";
}
.fa-th-large:before {
  content: "\f009";
}
.fa-th:before {
  content: "\f00a";
}
.fa-th-list:before {
  content: "\f00b";
}
.fa-check:before {
  content: "\f00c";
}
.fa-remove:before,
.fa-close:before,
.fa-times:before {
  content: "\f00d";
}
.fa-search-plus:before {
  content: "\f00e";
}
.fa-search-minus:before {
  content: "\f010";
}
.fa-power-off:before {
  content: "\f011";
}
.fa-signal:before {
  content: "\f012";
}
.fa-gear:before,
.fa-cog:before {
  content: "\f013";
}
.fa-trash-o:before {
  content: "\f014";
}
.fa-home:before {
  content: "\f015";
}
.fa-file-o:before {
  content: "\f016";
}
.fa-clock-o:before {
  content: "\f017";
}
.fa-road:before {
  content: "\f018";
}
.fa-download:before {
  content: "\f019";
}
.fa-arrow-circle-o-down:before {
  content: "\f01a";
}
.fa-arrow-circle-o-up:before {
  content: "\f01b";
}
.fa-inbox:before {
  content: "\f01c";
}
.fa-play-circle-o:before {
  content: "\f01d";
}
.fa-rotate-right:before,
.fa-repeat:before {
  content: "\f01e";
}
.fa-refresh:before {
  content: "\f021";
}
.fa-list-alt:before {
  content: "\f022";
}
.fa-lock:before {
  content: "\f023";
}
.fa-flag:before {
  content: "\f024";
}
.fa-headphones:before {
  content: "\f025";
}
.fa-volume-off:before {
  content: "\f026";
}
.fa-volume-down:before {
  content: "\f027";
}
.fa-volume-up:before {
  content: "\f028";
}
.fa-qrcode:before {
  content: "\f029";
}
.fa-barcode:before {
  content: "\f02a";
}
.fa-tag:before {
  content: "\f02b";
}
.fa-tags:before {
  content: "\f02c";
}
.fa-book:before {
  content: "\f02d";
}
.fa-bookmark:before {
  content: "\f02e";
}
.fa-print:before {
  content: "\f02f";
}
.fa-camera:before {
  content: "\f030";
}
.fa-font:before {
  content: "\f031";
}
.fa-bold:before {
  content: "\f032";
}
.fa-italic:before {
  content: "\f033";
}
.fa-text-height:before {
  content: "\f034";
}
.fa-text-width:before {
  content: "\f035";
}
.fa-align-left:before {
  content: "\f036";
}
.fa-align-center:before {
  content: "\f037";
}
.fa-align-right:before {
  content: "\f038";
}
.fa-align-justify:before {
  content: "\f039";
}
.fa-list:before {
  content: "\f03a";
}
.fa-dedent:before,
.fa-outdent:before {
  content: "\f03b";
}
.fa-indent:before {
  content: "\f03c";
}
.fa-video-camera:before {
  content: "\f03d";
}
.fa-photo:before,
.fa-image:before,
.fa-picture-o:before {
  content: "\f03e";
}
.fa-pencil:before {
  content: "\f040";
}
.fa-map-marker:before {
  content: "\f041";
}
.fa-adjust:before {
  content: "\f042";
}
.fa-tint:before {
  content: "\f043";
}
.fa-edit:before,
.fa-pencil-square-o:before {
  content: "\f044";
}
.fa-share-square-o:before {
  content: "\f045";
}
.fa-check-square-o:before {
  content: "\f046";
}
.fa-arrows:before {
  content: "\f047";
}
.fa-step-backward:before {
  content: "\f048";
}
.fa-fast-backward:before {
  content: "\f049";
}
.fa-backward:before {
  content: "\f04a";
}
.fa-play:before {
  content: "\f04b";
}
.fa-pause:before {
  content: "\f04c";
}
.fa-stop:before {
  content: "\f04d";
}
.fa-forward:before {
  content: "\f04e";
}
.fa-fast-forward:before {
  content: "\f050";
}
.fa-step-forward:before {
  content: "\f051";
}
.fa-eject:before {
  content: "\f052";
}
.fa-chevron-left:before {
  content: "\f053";
}
.fa-chevron-right:before {
  content: "\f054";
}
.fa-plus-circle:before {
  content: "\f055";
}
.fa-minus-circle:before {
  content: "\f056";
}
.fa-times-circle:before {
  content: "\f057";
}
.fa-check-circle:before {
  content: "\f058";
}
.fa-question-circle:before {
  content: "\f059";
}
.fa-info-circle:before {
  content: "\f05a";
}
.fa-crosshairs:before {
  content: "\f05b";
}
.fa-times-circle-o:before {
  content: "\f05c";
}
.fa-check-circle-o:before {
  content: "\f05d";
}
.fa-ban:before {
  content: "\f05e";
}
.fa-arrow-left:before {
  content: "\f060";
}
.fa-arrow-right:before {
  content: "\f061";
}
.fa-arrow-up:before {
  content: "\f062";
}
.fa-arrow-down:before {
  content: "\f063";
}
.fa-mail-forward:before,
.fa-share:before {
  content: "\f064";
}
.fa-expand:before {
  content: "\f065";
}
.fa-compress:before {
  content: "\f066";
}
.fa-plus:before {
  content: "\f067";
}
.fa-minus:before {
  content: "\f068";
}
.fa-asterisk:before {
  content: "\f069";
}
.fa-exclamation-circle:before {
  content: "\f06a";
}
.fa-gift:before {
  content: "\f06b";
}
.fa-leaf:before {
  content: "\f06c";
}
.fa-fire:before {
  content: "\f06d";
}
.fa-eye:before {
  content: "\f06e";
}
.fa-eye-slash:before {
  content: "\f070";
}
.fa-warning:before,
.fa-exclamation-triangle:before {
  content: "\f071";
}
.fa-plane:before {
  content: "\f072";
}
.fa-calendar:before {
  content: "\f073";
}
.fa-random:before {
  content: "\f074";
}
.fa-comment:before {
  content: "\f075";
}
.fa-magnet:before {
  content: "\f076";
}
.fa-chevron-up:before {
  content: "\f077";
}
.fa-chevron-down:before {
  content: "\f078";
}
.fa-retweet:before {
  content: "\f079";
}
.fa-shopping-cart:before {
  content: "\f07a";
}
.fa-folder:before {
  content: "\f07b";
}
.fa-folder-open:before {
  content: "\f07c";
}
.fa-arrows-v:before {
  content: "\f07d";
}
.fa-arrows-h:before {
  content: "\f07e";
}
.fa-bar-chart-o:before,
.fa-bar-chart:before {
  content: "\f080";
}
.fa-twitter-square:before {
  content: "\f081";
}
.fa-facebook-square:before {
  content: "\f082";
}
.fa-camera-retro:before {
  content: "\f083";
}
.fa-key:before {
  content: "\f084";
}
.fa-gears:before,
.fa-cogs:before {
  content: "\f085";
}
.fa-comments:before {
  content: "\f086";
}
.fa-thumbs-o-up:before {
  content: "\f087";
}
.fa-thumbs-o-down:before {
  content: "\f088";
}
.fa-star-half:before {
  content: "\f089";
}
.fa-heart-o:before {
  content: "\f08a";
}
.fa-sign-out:before {
  content: "\f08b";
}
.fa-linkedin-square:before {
  content: "\f08c";
}
.fa-thumb-tack:before {
  content: "\f08d";
}
.fa-external-link:before {
  content: "\f08e";
}
.fa-sign-in:before {
  content: "\f090";
}
.fa-trophy:before {
  content: "\f091";
}
.fa-github-square:before {
  content: "\f092";
}
.fa-upload:before {
  content: "\f093";
}
.fa-lemon-o:before {
  content: "\f094";
}
.fa-phone:before {
  content: "\f095";
}
.fa-square-o:before {
  content: "\f096";
}
.fa-bookmark-o:before {
  content: "\f097";
}
.fa-phone-square:before {
  content: "\f098";
}
.fa-twitter:before {
  content: "\f099";
}
.fa-facebook:before {
  content: "\f09a";
}
.fa-github:before {
  content: "\f09b";
}
.fa-unlock:before {
  content: "\f09c";
}
.fa-credit-card:before {
  content: "\f09d";
}
.fa-rss:before {
  content: "\f09e";
}
.fa-hdd-o:before {
  content: "\f0a0";
}
.fa-bullhorn:before {
  content: "\f0a1";
}
.fa-bell:before {
  content: "\f0f3";
}
.fa-certificate:before {
  content: "\f0a3";
}
.fa-hand-o-right:before {
  content: "\f0a4";
}
.fa-hand-o-left:before {
  content: "\f0a5";
}
.fa-hand-o-up:before {
  content: "\f0a6";
}
.fa-hand-o-down:before {
  content: "\f0a7";
}
.fa-arrow-circle-left:before {
  content: "\f0a8";
}
.fa-arrow-circle-right:before {
  content: "\f0a9";
}
.fa-arrow-circle-up:before {
  content: "\f0aa";
}
.fa-arrow-circle-down:before {
  content: "\f0ab";
}
.fa-globe:before {
  content: "\f0ac";
}
.fa-wrench:before {
  content: "\f0ad";
}
.fa-tasks:before {
  content: "\f0ae";
}
.fa-filter:before {
  content: "\f0b0";
}
.fa-briefcase:before {
  content: "\f0b1";
}
.fa-arrows-alt:before {
  content: "\f0b2";
}
.fa-group:before,
.fa-users:before {
  content: "\f0c0";
}
.fa-chain:before,
.fa-link:before {
  content: "\f0c1";
}
.fa-cloud:before {
  content: "\f0c2";
}
.fa-flask:before {
  content: "\f0c3";
}
.fa-cut:before,
.fa-scissors:before {
  content: "\f0c4";
}
.fa-copy:before,
.fa-files-o:before {
  content: "\f0c5";
}
.fa-paperclip:before {
  content: "\f0c6";
}
.fa-save:before,
.fa-floppy-o:before {
  content: "\f0c7";
}
.fa-square:before {
  content: "\f0c8";
}
.fa-navicon:before,
.fa-reorder:before,
.fa-bars:before {
  content: "\f0c9";
}
.fa-list-ul:before {
  content: "\f0ca";
}
.fa-list-ol:before {
  content: "\f0cb";
}
.fa-strikethrough:before {
  content: "\f0cc";
}
.fa-underline:before {
  content: "\f0cd";
}
.fa-table:before {
  content: "\f0ce";
}
.fa-magic:before {
  content: "\f0d0";
}
.fa-truck:before {
  content: "\f0d1";
}
.fa-pinterest:before {
  content: "\f0d2";
}
.fa-pinterest-square:before {
  content: "\f0d3";
}
.fa-google-plus-square:before {
  content: "\f0d4";
}
.fa-google-plus:before {
  content: "\f0d5";
}
.fa-money:before {
  content: "\f0d6";
}
.fa-caret-down:before {
  content: "\f0d7";
}
.fa-caret-up:before {
  content: "\f0d8";
}
.fa-caret-left:before {
  content: "\f0d9";
}
.fa-caret-right:before {
  content: "\f0da";
}
.fa-columns:before {
  content: "\f0db";
}
.fa-unsorted:before,
.fa-sort:before {
  content: "\f0dc";
}
.fa-sort-down:before,
.fa-sort-desc:before {
  content: "\f0dd";
}
.fa-sort-up:before,
.fa-sort-asc:before {
  content: "\f0de";
}
.fa-envelope:before {
  content: "\f0e0";
}
.fa-linkedin:before {
  content: "\f0e1";
}
.fa-rotate-left:before,
.fa-undo:before {
  content: "\f0e2";
}
.fa-legal:before,
.fa-gavel:before {
  content: "\f0e3";
}
.fa-dashboard:before,
.fa-tachometer:before {
  content: "\f0e4";
}
.fa-comment-o:before {
  content: "\f0e5";
}
.fa-comments-o:before {
  content: "\f0e6";
}
.fa-flash:before,
.fa-bolt:before {
  content: "\f0e7";
}
.fa-sitemap:before {
  content: "\f0e8";
}
.fa-umbrella:before {
  content: "\f0e9";
}
.fa-paste:before,
.fa-clipboard:before {
  content: "\f0ea";
}
.fa-lightbulb-o:before {
  content: "\f0eb";
}
.fa-exchange:before {
  content: "\f0ec";
}
.fa-cloud-download:before {
  content: "\f0ed";
}
.fa-cloud-upload:before {
  content: "\f0ee";
}
.fa-user-md:before {
  content: "\f0f0";
}
.fa-stethoscope:before {
  content: "\f0f1";
}
.fa-suitcase:before {
  content: "\f0f2";
}
.fa-bell-o:before {
  content: "\f0a2";
}
.fa-coffee:before {
  content: "\f0f4";
}
.fa-cutlery:before {
  content: "\f0f5";
}
.fa-file-text-o:before {
  content: "\f0f6";
}
.fa-building-o:before {
  content: "\f0f7";
}
.fa-hospital-o:before {
  content: "\f0f8";
}
.fa-ambulance:before {
  content: "\f0f9";
}
.fa-medkit:before {
  content: "\f0fa";
}
.fa-fighter-jet:before {
  content: "\f0fb";
}
.fa-beer:before {
  content: "\f0fc";
}
.fa-h-square:before {
  content: "\f0fd";
}
.fa-plus-square:before {
  content: "\f0fe";
}
.fa-angle-double-left:before {
  content: "\f100";
}
.fa-angle-double-right:before {
  content: "\f101";
}
.fa-angle-double-up:before {
  content: "\f102";
}
.fa-angle-double-down:before {
  content: "\f103";
}
.fa-angle-left:before {
  content: "\f104";
}
.fa-angle-right:before {
  content: "\f105";
}
.fa-angle-up:before {
  content: "\f106";
}
.fa-angle-down:before {
  content: "\f107";
}
.fa-desktop:before {
  content: "\f108";
}
.fa-laptop:before {
  content: "\f109";
}
.fa-tablet:before {
  content: "\f10a";
}
.fa-mobile-phone:before,
.fa-mobile:before {
  content: "\f10b";
}
.fa-circle-o:before {
  content: "\f10c";
}
.fa-quote-left:before {
  content: "\f10d";
}
.fa-quote-right:before {
  content: "\f10e";
}
.fa-spinner:before {
  content: "\f110";
}
.fa-circle:before {
  content: "\f111";
}
.fa-mail-reply:before,
.fa-reply:before {
  content: "\f112";
}
.fa-github-alt:before {
  content: "\f113";
}
.fa-folder-o:before {
  content: "\f114";
}
.fa-folder-open-o:before {
  content: "\f115";
}
.fa-smile-o:before {
  content: "\f118";
}
.fa-frown-o:before {
  content: "\f119";
}
.fa-meh-o:before {
  content: "\f11a";
}
.fa-gamepad:before {
  content: "\f11b";
}
.fa-keyboard-o:before {
  content: "\f11c";
}
.fa-flag-o:before {
  content: "\f11d";
}
.fa-flag-checkered:before {
  content: "\f11e";
}
.fa-terminal:before {
  content: "\f120";
}
.fa-code:before {
  content: "\f121";
}
.fa-mail-reply-all:before,
.fa-reply-all:before {
  content: "\f122";
}
.fa-star-half-empty:before,
.fa-star-half-full:before,
.fa-star-half-o:before {
  content: "\f123";
}
.fa-location-arrow:before {
  content: "\f124";
}
.fa-crop:before {
  content: "\f125";
}
.fa-code-fork:before {
  content: "\f126";
}
.fa-unlink:before,
.fa-chain-broken:before {
  content: "\f127";
}
.fa-question:before {
  content: "\f128";
}
.fa-info:before {
  content: "\f129";
}
.fa-exclamation:before {
  content: "\f12a";
}
.fa-superscript:before {
  content: "\f12b";
}
.fa-subscript:before {
  content: "\f12c";
}
.fa-eraser:before {
  content: "\f12d";
}
.fa-puzzle-piece:before {
  content: "\f12e";
}
.fa-microphone:before {
  content: "\f130";
}
.fa-microphone-slash:before {
  content: "\f131";
}
.fa-shield:before {
  content: "\f132";
}
.fa-calendar-o:before {
  content: "\f133";
}
.fa-fire-extinguisher:before {
  content: "\f134";
}
.fa-rocket:before {
  content: "\f135";
}
.fa-maxcdn:before {
  content: "\f136";
}
.fa-chevron-circle-left:before {
  content: "\f137";
}
.fa-chevron-circle-right:before {
  content: "\f138";
}
.fa-chevron-circle-up:before {
  content: "\f139";
}
.fa-chevron-circle-down:before {
  content: "\f13a";
}
.fa-html5:before {
  content: "\f13b";
}
.fa-css3:before {
  content: "\f13c";
}
.fa-anchor:before {
  content: "\f13d";
}
.fa-unlock-alt:before {
  content: "\f13e";
}
.fa-bullseye:before {
  content: "\f140";
}
.fa-ellipsis-h:before {
  content: "\f141";
}
.fa-ellipsis-v:before {
  content: "\f142";
}
.fa-rss-square:before {
  content: "\f143";
}
.fa-play-circle:before {
  content: "\f144";
}
.fa-ticket:before {
  content: "\f145";
}
.fa-minus-square:before {
  content: "\f146";
}
.fa-minus-square-o:before {
  content: "\f147";
}
.fa-level-up:before {
  content: "\f148";
}
.fa-level-down:before {
  content: "\f149";
}
.fa-check-square:before {
  content: "\f14a";
}
.fa-pencil-square:before {
  content: "\f14b";
}
.fa-external-link-square:before {
  content: "\f14c";
}
.fa-share-square:before {
  content: "\f14d";
}
.fa-compass:before {
  content: "\f14e";
}
.fa-toggle-down:before,
.fa-caret-square-o-down:before {
  content: "\f150";
}
.fa-toggle-up:before,
.fa-caret-square-o-up:before {
  content: "\f151";
}
.fa-toggle-right:before,
.fa-caret-square-o-right:before {
  content: "\f152";
}
.fa-euro:before,
.fa-eur:before {
  content: "\f153";
}
.fa-gbp:before {
  content: "\f154";
}
.fa-dollar:before,
.fa-usd:before {
  content: "\f155";
}
.fa-rupee:before,
.fa-inr:before {
  content: "\f156";
}
.fa-cny:before,
.fa-rmb:before,
.fa-yen:before,
.fa-jpy:before {
  content: "\f157";
}
.fa-ruble:before,
.fa-rouble:before,
.fa-rub:before {
  content: "\f158";
}
.fa-won:before,
.fa-krw:before {
  content: "\f159";
}
.fa-bitcoin:before,
.fa-btc:before {
  content: "\f15a";
}
.fa-file:before {
  content: "\f15b";
}
.fa-file-text:before {
  content: "\f15c";
}
.fa-sort-alpha-asc:before {
  content: "\f15d";
}
.fa-sort-alpha-desc:before {
  content: "\f15e";
}
.fa-sort-amount-asc:before {
  content: "\f160";
}
.fa-sort-amount-desc:before {
  content: "\f161";
}
.fa-sort-numeric-asc:before {
  content: "\f162";
}
.fa-sort-numeric-desc:before {
  content: "\f163";
}
.fa-thumbs-up:before {
  content: "\f164";
}
.fa-thumbs-down:before {
  content: "\f165";
}
.fa-youtube-square:before {
  content: "\f166";
}
.fa-youtube:before {
  content: "\f167";
}
.fa-xing:before {
  content: "\f168";
}
.fa-xing-square:before {
  content: "\f169";
}
.fa-youtube-play:before {
  content: "\f16a";
}
.fa-dropbox:before {
  content: "\f16b";
}
.fa-stack-overflow:before {
  content: "\f16c";
}
.fa-instagram:before {
  content: "\f16d";
}
.fa-flickr:before {
  content: "\f16e";
}
.fa-adn:before {
  content: "\f170";
}
.fa-bitbucket:before {
  content: "\f171";
}
.fa-bitbucket-square:before {
  content: "\f172";
}
.fa-tumblr:before {
  content: "\f173";
}
.fa-tumblr-square:before {
  content: "\f174";
}
.fa-long-arrow-down:before {
  content: "\f175";
}
.fa-long-arrow-up:before {
  content: "\f176";
}
.fa-long-arrow-left:before {
  content: "\f177";
}
.fa-long-arrow-right:before {
  content: "\f178";
}
.fa-apple:before {
  content: "\f179";
}
.fa-windows:before {
  content: "\f17a";
}
.fa-android:before {
  content: "\f17b";
}
.fa-linux:before {
  content: "\f17c";
}
.fa-dribbble:before {
  content: "\f17d";
}
.fa-skype:before {
  content: "\f17e";
}
.fa-foursquare:before {
  content: "\f180";
}
.fa-trello:before {
  content: "\f181";
}
.fa-female:before {
  content: "\f182";
}
.fa-male:before {
  content: "\f183";
}
.fa-gittip:before {
  content: "\f184";
}
.fa-sun-o:before {
  content: "\f185";
}
.fa-moon-o:before {
  content: "\f186";
}
.fa-archive:before {
  content: "\f187";
}
.fa-bug:before {
  content: "\f188";
}
.fa-vk:before {
  content: "\f189";
}
.fa-weibo:before {
  content: "\f18a";
}
.fa-renren:before {
  content: "\f18b";
}
.fa-pagelines:before {
  content: "\f18c";
}
.fa-stack-exchange:before {
  content: "\f18d";
}
.fa-arrow-circle-o-right:before {
  content: "\f18e";
}
.fa-arrow-circle-o-left:before {
  content: "\f190";
}
.fa-toggle-left:before,
.fa-caret-square-o-left:before {
  content: "\f191";
}
.fa-dot-circle-o:before {
  content: "\f192";
}
.fa-wheelchair:before {
  content: "\f193";
}
.fa-vimeo-square:before {
  content: "\f194";
}
.fa-turkish-lira:before,
.fa-try:before {
  content: "\f195";
}
.fa-plus-square-o:before {
  content: "\f196";
}
.fa-space-shuttle:before {
  content: "\f197";
}
.fa-slack:before {
  content: "\f198";
}
.fa-envelope-square:before {
  content: "\f199";
}
.fa-wordpress:before {
  content: "\f19a";
}
.fa-openid:before {
  content: "\f19b";
}
.fa-institution:before,
.fa-bank:before,
.fa-university:before {
  content: "\f19c";
}
.fa-mortar-board:before,
.fa-graduation-cap:before {
  content: "\f19d";
}
.fa-yahoo:before {
  content: "\f19e";
}
.fa-google:before {
  content: "\f1a0";
}
.fa-reddit:before {
  content: "\f1a1";
}
.fa-reddit-square:before {
  content: "\f1a2";
}
.fa-stumbleupon-circle:before {
  content: "\f1a3";
}
.fa-stumbleupon:before {
  content: "\f1a4";
}
.fa-delicious:before {
  content: "\f1a5";
}
.fa-digg:before {
  content: "\f1a6";
}
.fa-pied-piper:before {
  content: "\f1a7";
}
.fa-pied-piper-alt:before {
  content: "\f1a8";
}
.fa-drupal:before {
  content: "\f1a9";
}
.fa-joomla:before {
  content: "\f1aa";
}
.fa-language:before {
  content: "\f1ab";
}
.fa-fax:before {
  content: "\f1ac";
}
.fa-building:before {
  content: "\f1ad";
}
.fa-child:before {
  content: "\f1ae";
}
.fa-paw:before {
  content: "\f1b0";
}
.fa-spoon:before {
  content: "\f1b1";
}
.fa-cube:before {
  content: "\f1b2";
}
.fa-cubes:before {
  content: "\f1b3";
}
.fa-behance:before {
  content: "\f1b4";
}
.fa-behance-square:before {
  content: "\f1b5";
}
.fa-steam:before {
  content: "\f1b6";
}
.fa-steam-square:before {
  content: "\f1b7";
}
.fa-recycle:before {
  content: "\f1b8";
}
.fa-automobile:before,
.fa-car:before {
  content: "\f1b9";
}
.fa-cab:before,
.fa-taxi:before {
  content: "\f1ba";
}
.fa-tree:before {
  content: "\f1bb";
}
.fa-spotify:before {
  content: "\f1bc";
}
.fa-deviantart:before {
  content: "\f1bd";
}
.fa-soundcloud:before {
  content: "\f1be";
}
.fa-database:before {
  content: "\f1c0";
}
.fa-file-pdf-o:before {
  content: "\f1c1";
}
.fa-file-word-o:before {
  content: "\f1c2";
}
.fa-file-excel-o:before {
  content: "\f1c3";
}
.fa-file-powerpoint-o:before {
  content: "\f1c4";
}
.fa-file-photo-o:before,
.fa-file-picture-o:before,
.fa-file-image-o:before {
  content: "\f1c5";
}
.fa-file-zip-o:before,
.fa-file-archive-o:before {
  content: "\f1c6";
}
.fa-file-sound-o:before,
.fa-file-audio-o:before {
  content: "\f1c7";
}
.fa-file-movie-o:before,
.fa-file-video-o:before {
  content: "\f1c8";
}
.fa-file-code-o:before {
  content: "\f1c9";
}
.fa-vine:before {
  content: "\f1ca";
}
.fa-codepen:before {
  content: "\f1cb";
}
.fa-jsfiddle:before {
  content: "\f1cc";
}
.fa-life-bouy:before,
.fa-life-buoy:before,
.fa-life-saver:before,
.fa-support:before,
.fa-life-ring:before {
  content: "\f1cd";
}
.fa-circle-o-notch:before {
  content: "\f1ce";
}
.fa-ra:before,
.fa-rebel:before {
  content: "\f1d0";
}
.fa-ge:before,
.fa-empire:before {
  content: "\f1d1";
}
.fa-git-square:before {
  content: "\f1d2";
}
.fa-git:before {
  content: "\f1d3";
}
.fa-hacker-news:before {
  content: "\f1d4";
}
.fa-tencent-weibo:before {
  content: "\f1d5";
}
.fa-qq:before {
  content: "\f1d6";
}
.fa-wechat:before,
.fa-weixin:before {
  content: "\f1d7";
}
.fa-send:before,
.fa-paper-plane:before {
  content: "\f1d8";
}
.fa-send-o:before,
.fa-paper-plane-o:before {
  content: "\f1d9";
}
.fa-history:before {
  content: "\f1da";
}
.fa-circle-thin:before {
  content: "\f1db";
}
.fa-header:before {
  content: "\f1dc";
}
.fa-paragraph:before {
  content: "\f1dd";
}
.fa-sliders:before {
  content: "\f1de";
}
.fa-share-alt:before {
  content: "\f1e0";
}
.fa-share-alt-square:before {
  content: "\f1e1";
}
.fa-bomb:before {
  content: "\f1e2";
}
.fa-soccer-ball-o:before,
.fa-futbol-o:before {
  content: "\f1e3";
}
.fa-tty:before {
  content: "\f1e4";
}
.fa-binoculars:before {
  content: "\f1e5";
}
.fa-plug:before {
  content: "\f1e6";
}
.fa-slideshare:before {
  content: "\f1e7";
}
.fa-twitch:before {
  content: "\f1e8";
}
.fa-yelp:before {
  content: "\f1e9";
}
.fa-newspaper-o:before {
  content: "\f1ea";
}
.fa-wifi:before {
  content: "\f1eb";
}
.fa-calculator:before {
  content: "\f1ec";
}
.fa-paypal:before {
  content: "\f1ed";
}
.fa-google-wallet:before {
  content: "\f1ee";
}
.fa-cc-visa:before {
  content: "\f1f0";
}
.fa-cc-mastercard:before {
  content: "\f1f1";
}
.fa-cc-discover:before {
  content: "\f1f2";
}
.fa-cc-amex:before {
  content: "\f1f3";
}
.fa-cc-paypal:before {
  content: "\f1f4";
}
.fa-cc-stripe:before {
  content: "\f1f5";
}
.fa-bell-slash:before {
  content: "\f1f6";
}
.fa-bell-slash-o:before {
  content: "\f1f7";
}
.fa-trash:before {
  content: "\f1f8";
}
.fa-copyright:before {
  content: "\f1f9";
}
.fa-at:before {
  content: "\f1fa";
}
.fa-eyedropper:before {
  content: "\f1fb";
}
.fa-paint-brush:before {
  content: "\f1fc";
}
.fa-birthday-cake:before {
  content: "\f1fd";
}
.fa-area-chart:before {
  content: "\f1fe";
}
.fa-pie-chart:before {
  content: "\f200";
}
.fa-line-chart:before {
  content: "\f201";
}
.fa-lastfm:before {
  content: "\f202";
}
.fa-lastfm-square:before {
  content: "\f203";
}
.fa-toggle-off:before {
  content: "\f204";
}
.fa-toggle-on:before {
  content: "\f205";
}
.fa-bicycle:before {
  content: "\f206";
}
.fa-bus:before {
  content: "\f207";
}
.fa-ioxhost:before {
  content: "\f208";
}
.fa-angellist:before {
  content: "\f209";
}
.fa-cc:before {
  content: "\f20a";
}
.fa-shekel:before,
.fa-sheqel:before,
.fa-ils:before {
  content: "\f20b";
}
.fa-meanpath:before {
  content: "\f20c";
}
/*!
*
* IPython base
*
*/
.modal.fade .modal-dialog {
  -webkit-transform: translate(0, 0);
  -ms-transform: translate(0, 0);
  -o-transform: translate(0, 0);
  transform: translate(0, 0);
}
code {
  color: #000;
}
pre {
  font-size: inherit;
  line-height: inherit;
}
label {
  font-weight: normal;
}
/* Make the page background atleast 100% the height of the view port */
/* Make the page itself atleast 70% the height of the view port */
.border-box-sizing {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.corner-all {
  border-radius: 2px;
}
.no-padding {
  padding: 0px;
}
/* Flexible box model classes */
/* Taken from Alex Russell http://infrequently.org/2009/08/css-3-progress/ */
/* This file is a compatability layer.  It allows the usage of flexible box 
model layouts accross multiple browsers, including older browsers.  The newest,
universal implementation of the flexible box model is used when available (see
`Modern browsers` comments below).  Browsers that are known to implement this 
new spec completely include:

    Firefox 28.0+
    Chrome 29.0+
    Internet Explorer 11+ 
    Opera 17.0+

Browsers not listed, including Safari, are supported via the styling under the
`Old browsers` comments below.
*/
.hbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
.hbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.vbox {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
.vbox > * {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
}
.hbox.reverse,
.vbox.reverse,
.reverse {
  /* Old browsers */
  -webkit-box-direction: reverse;
  -moz-box-direction: reverse;
  box-direction: reverse;
  /* Modern browsers */
  flex-direction: row-reverse;
}
.hbox.box-flex0,
.vbox.box-flex0,
.box-flex0 {
  /* Old browsers */
  -webkit-box-flex: 0;
  -moz-box-flex: 0;
  box-flex: 0;
  /* Modern browsers */
  flex: none;
  width: auto;
}
.hbox.box-flex1,
.vbox.box-flex1,
.box-flex1 {
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex,
.vbox.box-flex,
.box-flex {
  /* Old browsers */
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
.hbox.box-flex2,
.vbox.box-flex2,
.box-flex2 {
  /* Old browsers */
  -webkit-box-flex: 2;
  -moz-box-flex: 2;
  box-flex: 2;
  /* Modern browsers */
  flex: 2;
}
.box-group1 {
  /*  Deprecated */
  -webkit-box-flex-group: 1;
  -moz-box-flex-group: 1;
  box-flex-group: 1;
}
.box-group2 {
  /* Deprecated */
  -webkit-box-flex-group: 2;
  -moz-box-flex-group: 2;
  box-flex-group: 2;
}
.hbox.start,
.vbox.start,
.start {
  /* Old browsers */
  -webkit-box-pack: start;
  -moz-box-pack: start;
  box-pack: start;
  /* Modern browsers */
  justify-content: flex-start;
}
.hbox.end,
.vbox.end,
.end {
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
}
.hbox.center,
.vbox.center,
.center {
  /* Old browsers */
  -webkit-box-pack: center;
  -moz-box-pack: center;
  box-pack: center;
  /* Modern browsers */
  justify-content: center;
}
.hbox.baseline,
.vbox.baseline,
.baseline {
  /* Old browsers */
  -webkit-box-pack: baseline;
  -moz-box-pack: baseline;
  box-pack: baseline;
  /* Modern browsers */
  justify-content: baseline;
}
.hbox.stretch,
.vbox.stretch,
.stretch {
  /* Old browsers */
  -webkit-box-pack: stretch;
  -moz-box-pack: stretch;
  box-pack: stretch;
  /* Modern browsers */
  justify-content: stretch;
}
.hbox.align-start,
.vbox.align-start,
.align-start {
  /* Old browsers */
  -webkit-box-align: start;
  -moz-box-align: start;
  box-align: start;
  /* Modern browsers */
  align-items: flex-start;
}
.hbox.align-end,
.vbox.align-end,
.align-end {
  /* Old browsers */
  -webkit-box-align: end;
  -moz-box-align: end;
  box-align: end;
  /* Modern browsers */
  align-items: flex-end;
}
.hbox.align-center,
.vbox.align-center,
.align-center {
  /* Old browsers */
  -webkit-box-align: center;
  -moz-box-align: center;
  box-align: center;
  /* Modern browsers */
  align-items: center;
}
.hbox.align-baseline,
.vbox.align-baseline,
.align-baseline {
  /* Old browsers */
  -webkit-box-align: baseline;
  -moz-box-align: baseline;
  box-align: baseline;
  /* Modern browsers */
  align-items: baseline;
}
.hbox.align-stretch,
.vbox.align-stretch,
.align-stretch {
  /* Old browsers */
  -webkit-box-align: stretch;
  -moz-box-align: stretch;
  box-align: stretch;
  /* Modern browsers */
  align-items: stretch;
}
div.error {
  margin: 2em;
  text-align: center;
}
div.error > h1 {
  font-size: 500%;
  line-height: normal;
}
div.error > p {
  font-size: 200%;
  line-height: normal;
}
div.traceback-wrapper {
  text-align: left;
  max-width: 800px;
  margin: auto;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
body {
  background-color: #fff;
  /* This makes sure that the body covers the entire window and needs to
       be in a different element than the display: box in wrapper below */
  position: absolute;
  left: 0px;
  right: 0px;
  top: 0px;
  bottom: 0px;
  overflow: visible;
}
body > #header {
  /* Initially hidden to prevent FLOUC */
  display: none;
  background-color: #fff;
  /* Display over codemirror */
  position: relative;
  z-index: 100;
}
body > #header #header-container {
  padding-bottom: 5px;
  padding-top: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
body > #header .header-bar {
  width: 100%;
  height: 1px;
  background: #e7e7e7;
  margin-bottom: -1px;
}
@media print {
  body > #header {
    display: none !important;
  }
}
#header-spacer {
  width: 100%;
  visibility: hidden;
}
@media print {
  #header-spacer {
    display: none;
  }
}
#ipython_notebook {
  padding-left: 0px;
  padding-top: 1px;
  padding-bottom: 1px;
}
@media (max-width: 991px) {
  #ipython_notebook {
    margin-left: 10px;
  }
}
[dir="rtl"] #ipython_notebook {
  float: right !important;
}
#noscript {
  width: auto;
  padding-top: 16px;
  padding-bottom: 16px;
  text-align: center;
  font-size: 22px;
  color: red;
  font-weight: bold;
}
#ipython_notebook img {
  height: 28px;
}
#site {
  width: 100%;
  display: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  overflow: auto;
}
@media print {
  #site {
    height: auto !important;
  }
}
/* Smaller buttons */
.ui-button .ui-button-text {
  padding: 0.2em 0.8em;
  font-size: 77%;
}
input.ui-button {
  padding: 0.3em 0.9em;
}
span#login_widget {
  float: right;
}
span#login_widget > .button,
#logout {
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button:focus,
#logout:focus,
span#login_widget > .button.focus,
#logout.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
span#login_widget > .button:hover,
#logout:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
span#login_widget > .button:active:hover,
#logout:active:hover,
span#login_widget > .button.active:hover,
#logout.active:hover,
.open > .dropdown-togglespan#login_widget > .button:hover,
.open > .dropdown-toggle#logout:hover,
span#login_widget > .button:active:focus,
#logout:active:focus,
span#login_widget > .button.active:focus,
#logout.active:focus,
.open > .dropdown-togglespan#login_widget > .button:focus,
.open > .dropdown-toggle#logout:focus,
span#login_widget > .button:active.focus,
#logout:active.focus,
span#login_widget > .button.active.focus,
#logout.active.focus,
.open > .dropdown-togglespan#login_widget > .button.focus,
.open > .dropdown-toggle#logout.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
span#login_widget > .button:active,
#logout:active,
span#login_widget > .button.active,
#logout.active,
.open > .dropdown-togglespan#login_widget > .button,
.open > .dropdown-toggle#logout {
  background-image: none;
}
span#login_widget > .button.disabled:hover,
#logout.disabled:hover,
span#login_widget > .button[disabled]:hover,
#logout[disabled]:hover,
fieldset[disabled] span#login_widget > .button:hover,
fieldset[disabled] #logout:hover,
span#login_widget > .button.disabled:focus,
#logout.disabled:focus,
span#login_widget > .button[disabled]:focus,
#logout[disabled]:focus,
fieldset[disabled] span#login_widget > .button:focus,
fieldset[disabled] #logout:focus,
span#login_widget > .button.disabled.focus,
#logout.disabled.focus,
span#login_widget > .button[disabled].focus,
#logout[disabled].focus,
fieldset[disabled] span#login_widget > .button.focus,
fieldset[disabled] #logout.focus {
  background-color: #fff;
  border-color: #ccc;
}
span#login_widget > .button .badge,
#logout .badge {
  color: #fff;
  background-color: #333;
}
.nav-header {
  text-transform: none;
}
#header > span {
  margin-top: 10px;
}
.modal_stretch .modal-dialog {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  min-height: 80vh;
}
.modal_stretch .modal-dialog .modal-body {
  max-height: calc(100vh - 200px);
  overflow: auto;
  flex: 1;
}
@media (min-width: 768px) {
  .modal .modal-dialog {
    width: 700px;
  }
}
@media (min-width: 768px) {
  select.form-control {
    margin-left: 12px;
    margin-right: 12px;
  }
}
/*!
*
* IPython auth
*
*/
.center-nav {
  display: inline-block;
  margin-bottom: -4px;
}
/*!
*
* IPython tree view
*
*/
/* We need an invisible input field on top of the sentense*/
/* "Drag file onto the list ..." */
.alternate_upload {
  background-color: none;
  display: inline;
}
.alternate_upload.form {
  padding: 0;
  margin: 0;
}
.alternate_upload input.fileinput {
  text-align: center;
  vertical-align: middle;
  display: inline;
  opacity: 0;
  z-index: 2;
  width: 12ex;
  margin-right: -12ex;
}
.alternate_upload .btn-upload {
  height: 22px;
}
/**
 * Primary styles
 *
 * Author: Jupyter Development Team
 */
[dir="rtl"] #tabs li {
  float: right;
}
ul#tabs {
  margin-bottom: 4px;
}
[dir="rtl"] ul#tabs {
  margin-right: 0px;
}
ul#tabs a {
  padding-top: 6px;
  padding-bottom: 4px;
}
ul.breadcrumb a:focus,
ul.breadcrumb a:hover {
  text-decoration: none;
}
ul.breadcrumb i.icon-home {
  font-size: 16px;
  margin-right: 4px;
}
ul.breadcrumb span {
  color: #5e5e5e;
}
.list_toolbar {
  padding: 4px 0 4px 0;
  vertical-align: middle;
}
.list_toolbar .tree-buttons {
  padding-top: 1px;
}
[dir="rtl"] .list_toolbar .tree-buttons {
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-right {
  padding-top: 1px;
  float: left !important;
}
[dir="rtl"] .list_toolbar .pull-left {
  float: right !important;
}
.dynamic-buttons {
  padding-top: 3px;
  display: inline-block;
}
.list_toolbar [class*="span"] {
  min-height: 24px;
}
.list_header {
  font-weight: bold;
  background-color: #EEE;
}
.list_placeholder {
  font-weight: bold;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
}
.list_container {
  margin-top: 4px;
  margin-bottom: 20px;
  border: 1px solid #ddd;
  border-radius: 2px;
}
.list_container > div {
  border-bottom: 1px solid #ddd;
}
.list_container > div:hover .list-item {
  background-color: red;
}
.list_container > div:last-child {
  border: none;
}
.list_item:hover .list_item {
  background-color: #ddd;
}
.list_item a {
  text-decoration: none;
}
.list_item:hover {
  background-color: #fafafa;
}
.list_header > div,
.list_item > div {
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
.list_header > div input,
.list_item > div input {
  margin-right: 7px;
  margin-left: 14px;
  vertical-align: baseline;
  line-height: 22px;
  position: relative;
  top: -1px;
}
.list_header > div .item_link,
.list_item > div .item_link {
  margin-left: -1px;
  vertical-align: baseline;
  line-height: 22px;
}
.new-file input[type=checkbox] {
  visibility: hidden;
}
.item_name {
  line-height: 22px;
  height: 24px;
}
.item_icon {
  font-size: 14px;
  color: #5e5e5e;
  margin-right: 7px;
  margin-left: 7px;
  line-height: 22px;
  vertical-align: baseline;
}
.item_buttons {
  line-height: 1em;
  margin-left: -5px;
}
.item_buttons .btn,
.item_buttons .btn-group,
.item_buttons .input-group {
  float: left;
}
.item_buttons > .btn,
.item_buttons > .btn-group,
.item_buttons > .input-group {
  margin-left: 5px;
}
.item_buttons .btn {
  min-width: 13ex;
}
.item_buttons .running-indicator {
  padding-top: 4px;
  color: #5cb85c;
}
.item_buttons .kernel-name {
  padding-top: 4px;
  color: #5bc0de;
  margin-right: 7px;
  float: left;
}
.toolbar_info {
  height: 24px;
  line-height: 24px;
}
.list_item input:not([type=checkbox]) {
  padding-top: 3px;
  padding-bottom: 3px;
  height: 22px;
  line-height: 14px;
  margin: 0px;
}
.highlight_text {
  color: blue;
}
#project_name {
  display: inline-block;
  padding-left: 7px;
  margin-left: -2px;
}
#project_name > .breadcrumb {
  padding: 0px;
  margin-bottom: 0px;
  background-color: transparent;
  font-weight: bold;
}
#tree-selector {
  padding-right: 0px;
}
[dir="rtl"] #tree-selector a {
  float: right;
}
#button-select-all {
  min-width: 50px;
}
#select-all {
  margin-left: 7px;
  margin-right: 2px;
}
.menu_icon {
  margin-right: 2px;
}
.tab-content .row {
  margin-left: 0px;
  margin-right: 0px;
}
.folder_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f114";
}
.folder_icon:before.pull-left {
  margin-right: .3em;
}
.folder_icon:before.pull-right {
  margin-left: .3em;
}
.notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
}
.notebook_icon:before.pull-left {
  margin-right: .3em;
}
.notebook_icon:before.pull-right {
  margin-left: .3em;
}
.running_notebook_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f02d";
  position: relative;
  top: -1px;
  color: #5cb85c;
}
.running_notebook_icon:before.pull-left {
  margin-right: .3em;
}
.running_notebook_icon:before.pull-right {
  margin-left: .3em;
}
.file_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f016";
  position: relative;
  top: -2px;
}
.file_icon:before.pull-left {
  margin-right: .3em;
}
.file_icon:before.pull-right {
  margin-left: .3em;
}
#notebook_toolbar .pull-right {
  padding-top: 0px;
  margin-right: -1px;
}
ul#new-menu {
  left: auto;
  right: 0;
}
[dir="rtl"] #new-menu {
  text-align: right;
}
.kernel-menu-icon {
  padding-right: 12px;
  width: 24px;
  content: "\f096";
}
.kernel-menu-icon:before {
  content: "\f096";
}
.kernel-menu-icon-current:before {
  content: "\f00c";
}
#tab_content {
  padding-top: 20px;
}
#running .panel-group .panel {
  margin-top: 3px;
  margin-bottom: 1em;
}
#running .panel-group .panel .panel-heading {
  background-color: #EEE;
  padding-top: 4px;
  padding-bottom: 4px;
  padding-left: 7px;
  padding-right: 7px;
  line-height: 22px;
}
#running .panel-group .panel .panel-heading a:focus,
#running .panel-group .panel .panel-heading a:hover {
  text-decoration: none;
}
#running .panel-group .panel .panel-body {
  padding: 0px;
}
#running .panel-group .panel .panel-body .list_container {
  margin-top: 0px;
  margin-bottom: 0px;
  border: 0px;
  border-radius: 0px;
}
#running .panel-group .panel .panel-body .list_container .list_item {
  border-bottom: 1px solid #ddd;
}
#running .panel-group .panel .panel-body .list_container .list_item:last-child {
  border-bottom: 0px;
}
[dir="rtl"] #running .col-sm-8 {
  float: right !important;
}
.delete-button {
  display: none;
}
.duplicate-button {
  display: none;
}
.rename-button {
  display: none;
}
.shutdown-button {
  display: none;
}
.dynamic-instructions {
  display: inline-block;
  padding-top: 4px;
}
/*!
*
* IPython text editor webapp
*
*/
.selected-keymap i.fa {
  padding: 0px 5px;
}
.selected-keymap i.fa:before {
  content: "\f00c";
}
#mode-menu {
  overflow: auto;
  max-height: 20em;
}
.edit_app #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
.edit_app #menubar .navbar {
  /* Use a negative 1 bottom margin, so the border overlaps the border of the
    header */
  margin-bottom: -1px;
}
.dirty-indicator {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator.pull-left {
  margin-right: .3em;
}
.dirty-indicator.pull-right {
  margin-left: .3em;
}
.dirty-indicator-dirty {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-dirty.pull-left {
  margin-right: .3em;
}
.dirty-indicator-dirty.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  width: 20px;
}
.dirty-indicator-clean.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean.pull-right {
  margin-left: .3em;
}
.dirty-indicator-clean:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f00c";
}
.dirty-indicator-clean:before.pull-left {
  margin-right: .3em;
}
.dirty-indicator-clean:before.pull-right {
  margin-left: .3em;
}
#filename {
  font-size: 16pt;
  display: table;
  padding: 0px 5px;
}
#current-mode {
  padding-left: 5px;
  padding-right: 5px;
}
#texteditor-backdrop {
  padding-top: 20px;
  padding-bottom: 20px;
}
@media not print {
  #texteditor-backdrop {
    background-color: #EEE;
  }
}
@media print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container .CodeMirror-gutter,
  #texteditor-backdrop #texteditor-container .CodeMirror-gutters {
    background-color: #fff;
  }
}
@media not print {
  #texteditor-backdrop #texteditor-container {
    padding: 0px;
    background-color: #fff;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
/*!
*
* IPython notebook
*
*/
/* CSS font colors for translated ANSI colors. */
.ansibold {
  font-weight: bold;
}
/* use dark versions for foreground, to improve visibility */
.ansiblack {
  color: black;
}
.ansired {
  color: darkred;
}
.ansigreen {
  color: darkgreen;
}
.ansiyellow {
  color: #c4a000;
}
.ansiblue {
  color: darkblue;
}
.ansipurple {
  color: darkviolet;
}
.ansicyan {
  color: steelblue;
}
.ansigray {
  color: gray;
}
/* and light for background, for the same reason */
.ansibgblack {
  background-color: black;
}
.ansibgred {
  background-color: red;
}
.ansibggreen {
  background-color: green;
}
.ansibgyellow {
  background-color: yellow;
}
.ansibgblue {
  background-color: blue;
}
.ansibgpurple {
  background-color: magenta;
}
.ansibgcyan {
  background-color: cyan;
}
.ansibggray {
  background-color: gray;
}
div.cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  border-radius: 2px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  border-width: 1px;
  border-style: solid;
  border-color: transparent;
  width: 100%;
  padding: 5px;
  /* This acts as a spacer between cells, that is outside the border */
  margin: 0px;
  outline: none;
  border-left-width: 1px;
  padding-left: 5px;
  background: linear-gradient(to right, transparent -40px, transparent 1px, transparent 1px, transparent 100%);
}
div.cell.jupyter-soft-selected {
  border-left-color: #90CAF9;
  border-left-color: #E3F2FD;
  border-left-width: 1px;
  padding-left: 5px;
  border-right-color: #E3F2FD;
  border-right-width: 1px;
  background: #E3F2FD;
}
@media print {
  div.cell.jupyter-soft-selected {
    border-color: transparent;
  }
}
div.cell.selected {
  border-color: #ababab;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 5px, transparent 5px, transparent 100%);
}
@media print {
  div.cell.selected {
    border-color: transparent;
  }
}
div.cell.selected.jupyter-soft-selected {
  border-left-width: 0;
  padding-left: 6px;
  background: linear-gradient(to right, #42A5F5 -40px, #42A5F5 7px, #E3F2FD 7px, #E3F2FD 100%);
}
.edit_mode div.cell.selected {
  border-color: #66BB6A;
  border-left-width: 0px;
  padding-left: 6px;
  background: linear-gradient(to right, #66BB6A -40px, #66BB6A 5px, transparent 5px, transparent 100%);
}
@media print {
  .edit_mode div.cell.selected {
    border-color: transparent;
  }
}
.prompt {
  /* This needs to be wide enough for 3 digit prompt numbers: In[100]: */
  min-width: 14ex;
  /* This padding is tuned to match the padding on the CodeMirror editor. */
  padding: 0.4em;
  margin: 0px;
  font-family: monospace;
  text-align: right;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
  /* Don't highlight prompt number selection */
  -webkit-touch-callout: none;
  -webkit-user-select: none;
  -khtml-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
  /* Use default cursor */
  cursor: default;
}
@media (max-width: 540px) {
  .prompt {
    text-align: left;
  }
}
div.inner_cell {
  min-width: 0;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_area {
  border: 1px solid #cfcfcf;
  border-radius: 2px;
  background: #f7f7f7;
  line-height: 1.21429em;
}
/* This is needed so that empty prompt areas can collapse to zero height when there
   is no content in the output_subarea and the prompt. The main purpose of this is
   to make sure that empty JavaScript output_subareas have no height. */
div.prompt:empty {
  padding-top: 0;
  padding-bottom: 0;
}
div.unrecognized_cell {
  padding: 5px 5px 5px 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.unrecognized_cell .inner_cell {
  border-radius: 2px;
  padding: 5px;
  font-weight: bold;
  color: red;
  border: 1px solid #cfcfcf;
  background: #eaeaea;
}
div.unrecognized_cell .inner_cell a {
  color: inherit;
  text-decoration: none;
}
div.unrecognized_cell .inner_cell a:hover {
  color: inherit;
  text-decoration: none;
}
@media (max-width: 540px) {
  div.unrecognized_cell > div.prompt {
    display: none;
  }
}
div.code_cell {
  /* avoid page breaking on code cells when printing */
}
@media print {
  div.code_cell {
    page-break-inside: avoid;
  }
}
/* any special styling for code cells that are currently running goes here */
div.input {
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.input {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
/* input_area and input_prompt must match in top border and margin for alignment */
div.input_prompt {
  color: #303F9F;
  border-top: 1px solid transparent;
}
div.input_area > div.highlight {
  margin: 0.4em;
  border: none;
  padding: 0px;
  background-color: transparent;
}
div.input_area > div.highlight > pre {
  margin: 0px;
  border: none;
  padding: 0px;
  background-color: transparent;
}
/* The following gets added to the <head> if it is detected that the user has a
 * monospace font with inconsistent normal/bold/italic height.  See
 * notebookmain.js.  Such fonts will have keywords vertically offset with
 * respect to the rest of the text.  The user should select a better font.
 * See: https://github.com/ipython/ipython/issues/1503
 *
 * .CodeMirror span {
 *      vertical-align: bottom;
 * }
 */
.CodeMirror {
  line-height: 1.21429em;
  /* Changed from 1em to our global default */
  font-size: 14px;
  height: auto;
  /* Changed to auto to autogrow */
  background: none;
  /* Changed from white to allow our bg to show through */
}
.CodeMirror-scroll {
  /*  The CodeMirror docs are a bit fuzzy on if overflow-y should be hidden or visible.*/
  /*  We have found that if it is visible, vertical scrollbars appear with font size changes.*/
  overflow-y: hidden;
  overflow-x: auto;
}
.CodeMirror-lines {
  /* In CM2, this used to be 0.4em, but in CM3 it went to 4px. We need the em value because */
  /* we have set a different line-height and want this to scale with that. */
  padding: 0.4em;
}
.CodeMirror-linenumber {
  padding: 0 8px 0 4px;
}
.CodeMirror-gutters {
  border-bottom-left-radius: 2px;
  border-top-left-radius: 2px;
}
.CodeMirror pre {
  /* In CM3 this went to 4px from 0 in CM2. We need the 0 value because of how we size */
  /* .CodeMirror-lines */
  padding: 0;
  border: 0;
  border-radius: 0;
}
/*

Original style from softwaremaniacs.org (c) Ivan Sagalaev <Maniac@SoftwareManiacs.Org>
Adapted from GitHub theme

*/
.highlight-base {
  color: #000;
}
.highlight-variable {
  color: #000;
}
.highlight-variable-2 {
  color: #1a1a1a;
}
.highlight-variable-3 {
  color: #333333;
}
.highlight-string {
  color: #BA2121;
}
.highlight-comment {
  color: #408080;
  font-style: italic;
}
.highlight-number {
  color: #080;
}
.highlight-atom {
  color: #88F;
}
.highlight-keyword {
  color: #008000;
  font-weight: bold;
}
.highlight-builtin {
  color: #008000;
}
.highlight-error {
  color: #f00;
}
.highlight-operator {
  color: #AA22FF;
  font-weight: bold;
}
.highlight-meta {
  color: #AA22FF;
}
/* previously not defined, copying from default codemirror */
.highlight-def {
  color: #00f;
}
.highlight-string-2 {
  color: #f50;
}
.highlight-qualifier {
  color: #555;
}
.highlight-bracket {
  color: #997;
}
.highlight-tag {
  color: #170;
}
.highlight-attribute {
  color: #00c;
}
.highlight-header {
  color: blue;
}
.highlight-quote {
  color: #090;
}
.highlight-link {
  color: #00c;
}
/* apply the same style to codemirror */
.cm-s-ipython span.cm-keyword {
  color: #008000;
  font-weight: bold;
}
.cm-s-ipython span.cm-atom {
  color: #88F;
}
.cm-s-ipython span.cm-number {
  color: #080;
}
.cm-s-ipython span.cm-def {
  color: #00f;
}
.cm-s-ipython span.cm-variable {
  color: #000;
}
.cm-s-ipython span.cm-operator {
  color: #AA22FF;
  font-weight: bold;
}
.cm-s-ipython span.cm-variable-2 {
  color: #1a1a1a;
}
.cm-s-ipython span.cm-variable-3 {
  color: #333333;
}
.cm-s-ipython span.cm-comment {
  color: #408080;
  font-style: italic;
}
.cm-s-ipython span.cm-string {
  color: #BA2121;
}
.cm-s-ipython span.cm-string-2 {
  color: #f50;
}
.cm-s-ipython span.cm-meta {
  color: #AA22FF;
}
.cm-s-ipython span.cm-qualifier {
  color: #555;
}
.cm-s-ipython span.cm-builtin {
  color: #008000;
}
.cm-s-ipython span.cm-bracket {
  color: #997;
}
.cm-s-ipython span.cm-tag {
  color: #170;
}
.cm-s-ipython span.cm-attribute {
  color: #00c;
}
.cm-s-ipython span.cm-header {
  color: blue;
}
.cm-s-ipython span.cm-quote {
  color: #090;
}
.cm-s-ipython span.cm-link {
  color: #00c;
}
.cm-s-ipython span.cm-error {
  color: #f00;
}
.cm-s-ipython span.cm-tab {
  background: url(data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAADAAAAAMCAYAAAAkuj5RAAAAAXNSR0IArs4c6QAAAGFJREFUSMft1LsRQFAQheHPowAKoACx3IgEKtaEHujDjORSgWTH/ZOdnZOcM/sgk/kFFWY0qV8foQwS4MKBCS3qR6ixBJvElOobYAtivseIE120FaowJPN75GMu8j/LfMwNjh4HUpwg4LUAAAAASUVORK5CYII=);
  background-position: right;
  background-repeat: no-repeat;
}
div.output_wrapper {
  /* this position must be relative to enable descendents to be absolute within it */
  position: relative;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
  z-index: 1;
}
/* class for the output area when it should be height-limited */
div.output_scroll {
  /* ideally, this would be max-height, but FF barfs all over that */
  height: 24em;
  /* FF needs this *and the wrapper* to specify full width, or it will shrinkwrap */
  width: 100%;
  overflow: auto;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  box-shadow: inset 0 2px 8px rgba(0, 0, 0, 0.8);
  display: block;
}
/* output div while it is collapsed */
div.output_collapsed {
  margin: 0px;
  padding: 0px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
div.out_prompt_overlay {
  height: 100%;
  padding: 0px 0.4em;
  position: absolute;
  border-radius: 2px;
}
div.out_prompt_overlay:hover {
  /* use inner shadow to get border that is computed the same on WebKit/FF */
  -webkit-box-shadow: inset 0 0 1px #000;
  box-shadow: inset 0 0 1px #000;
  background: rgba(240, 240, 240, 0.5);
}
div.output_prompt {
  color: #D84315;
}
/* This class is the outer container of all output sections. */
div.output_area {
  padding: 0px;
  page-break-inside: avoid;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
div.output_area .MathJax_Display {
  text-align: left !important;
}
div.output_area .rendered_html table {
  margin-left: 0;
  margin-right: 0;
}
div.output_area .rendered_html img {
  margin-left: 0;
  margin-right: 0;
}
div.output_area img,
div.output_area svg {
  max-width: 100%;
  height: auto;
}
div.output_area img.unconfined,
div.output_area svg.unconfined {
  max-width: none;
}
/* This is needed to protect the pre formating from global settings such
   as that of bootstrap */
.output {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: vertical;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: vertical;
  -moz-box-align: stretch;
  display: box;
  box-orient: vertical;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: column;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.output_area {
    /* Old browsers */
    display: -webkit-box;
    -webkit-box-orient: vertical;
    -webkit-box-align: stretch;
    display: -moz-box;
    -moz-box-orient: vertical;
    -moz-box-align: stretch;
    display: box;
    box-orient: vertical;
    box-align: stretch;
    /* Modern browsers */
    display: flex;
    flex-direction: column;
    align-items: stretch;
  }
}
div.output_area pre {
  margin: 0;
  padding: 0;
  border: 0;
  vertical-align: baseline;
  color: black;
  background-color: transparent;
  border-radius: 0;
}
/* This class is for the output subarea inside the output_area and after
   the prompt div. */
div.output_subarea {
  overflow-x: auto;
  padding: 0.4em;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
  max-width: calc(100% - 14ex);
}
div.output_scroll div.output_subarea {
  overflow-x: visible;
}
/* The rest of the output_* classes are for special styling of the different
   output types */
/* all text output has this class: */
div.output_text {
  text-align: left;
  color: #000;
  /* This has to match that of the the CodeMirror class line-height below */
  line-height: 1.21429em;
}
/* stdout/stderr are 'text' as well as 'stream', but execute_result/error are *not* streams */
div.output_stderr {
  background: #fdd;
  /* very light red background for stderr */
}
div.output_latex {
  text-align: left;
}
/* Empty output_javascript divs should have no height */
div.output_javascript:empty {
  padding: 0;
}
.js-error {
  color: darkred;
}
/* raw_input styles */
div.raw_input_container {
  line-height: 1.21429em;
  padding-top: 5px;
}
pre.raw_input_prompt {
  /* nothing needed here. */
}
input.raw_input {
  font-family: monospace;
  font-size: inherit;
  color: inherit;
  width: auto;
  /* make sure input baseline aligns with prompt */
  vertical-align: baseline;
  /* padding + margin = 0.5em between prompt and cursor */
  padding: 0em 0.25em;
  margin: 0em 0.25em;
}
input.raw_input:focus {
  box-shadow: none;
}
p.p-space {
  margin-bottom: 10px;
}
div.output_unrecognized {
  padding: 5px;
  font-weight: bold;
  color: red;
}
div.output_unrecognized a {
  color: inherit;
  text-decoration: none;
}
div.output_unrecognized a:hover {
  color: inherit;
  text-decoration: none;
}
.rendered_html {
  color: #000;
  /* any extras will just be numbers: */
}
.rendered_html em {
  font-style: italic;
}
.rendered_html strong {
  font-weight: bold;
}
.rendered_html u {
  text-decoration: underline;
}
.rendered_html :link {
  text-decoration: underline;
}
.rendered_html :visited {
  text-decoration: underline;
}
.rendered_html h1 {
  font-size: 185.7%;
  margin: 1.08em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h2 {
  font-size: 157.1%;
  margin: 1.27em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h3 {
  font-size: 128.6%;
  margin: 1.55em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h4 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
}
.rendered_html h5 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h6 {
  font-size: 100%;
  margin: 2em 0 0 0;
  font-weight: bold;
  line-height: 1.0;
  font-style: italic;
}
.rendered_html h1:first-child {
  margin-top: 0.538em;
}
.rendered_html h2:first-child {
  margin-top: 0.636em;
}
.rendered_html h3:first-child {
  margin-top: 0.777em;
}
.rendered_html h4:first-child {
  margin-top: 1em;
}
.rendered_html h5:first-child {
  margin-top: 1em;
}
.rendered_html h6:first-child {
  margin-top: 1em;
}
.rendered_html ul {
  list-style: disc;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ul ul {
  list-style: square;
  margin: 0em 2em;
}
.rendered_html ul ul ul {
  list-style: circle;
  margin: 0em 2em;
}
.rendered_html ol {
  list-style: decimal;
  margin: 0em 2em;
  padding-left: 0px;
}
.rendered_html ol ol {
  list-style: upper-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol {
  list-style: lower-alpha;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol {
  list-style: lower-roman;
  margin: 0em 2em;
}
.rendered_html ol ol ol ol ol {
  list-style: decimal;
  margin: 0em 2em;
}
.rendered_html * + ul {
  margin-top: 1em;
}
.rendered_html * + ol {
  margin-top: 1em;
}
.rendered_html hr {
  color: black;
  background-color: black;
}
.rendered_html pre {
  margin: 1em 2em;
}
.rendered_html pre,
.rendered_html code {
  border: 0;
  background-color: #fff;
  color: #000;
  font-size: 100%;
  padding: 0px;
}
.rendered_html blockquote {
  margin: 1em 2em;
}
.rendered_html table {
  margin-left: auto;
  margin-right: auto;
  border: 1px solid black;
  border-collapse: collapse;
}
.rendered_html tr,
.rendered_html th,
.rendered_html td {
  border: 1px solid black;
  border-collapse: collapse;
  margin: 1em 2em;
}
.rendered_html td,
.rendered_html th {
  text-align: left;
  vertical-align: middle;
  padding: 4px;
}
.rendered_html th {
  font-weight: bold;
}
.rendered_html * + table {
  margin-top: 1em;
}
.rendered_html p {
  text-align: left;
}
.rendered_html * + p {
  margin-top: 1em;
}
.rendered_html img {
  display: block;
  margin-left: auto;
  margin-right: auto;
}
.rendered_html * + img {
  margin-top: 1em;
}
.rendered_html img,
.rendered_html svg {
  max-width: 100%;
  height: auto;
}
.rendered_html img.unconfined,
.rendered_html svg.unconfined {
  max-width: none;
}
div.text_cell {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
}
@media (max-width: 540px) {
  div.text_cell > div.prompt {
    display: none;
  }
}
div.text_cell_render {
  /*font-family: "Helvetica Neue", Arial, Helvetica, Geneva, sans-serif;*/
  outline: none;
  resize: none;
  width: inherit;
  border-style: none;
  padding: 0.5em 0.5em 0.5em 0.4em;
  color: #000;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
a.anchor-link:link {
  text-decoration: none;
  padding: 0px 20px;
  visibility: hidden;
}
h1:hover .anchor-link,
h2:hover .anchor-link,
h3:hover .anchor-link,
h4:hover .anchor-link,
h5:hover .anchor-link,
h6:hover .anchor-link {
  visibility: visible;
}
.text_cell.rendered .input_area {
  display: none;
}
.text_cell.rendered .rendered_html {
  overflow-x: auto;
  overflow-y: hidden;
}
.text_cell.unrendered .text_cell_render {
  display: none;
}
.cm-header-1,
.cm-header-2,
.cm-header-3,
.cm-header-4,
.cm-header-5,
.cm-header-6 {
  font-weight: bold;
  font-family: "Helvetica Neue", Helvetica, Arial, sans-serif;
}
.cm-header-1 {
  font-size: 185.7%;
}
.cm-header-2 {
  font-size: 157.1%;
}
.cm-header-3 {
  font-size: 128.6%;
}
.cm-header-4 {
  font-size: 110%;
}
.cm-header-5 {
  font-size: 100%;
  font-style: italic;
}
.cm-header-6 {
  font-size: 100%;
  font-style: italic;
}
/*!
*
* IPython notebook webapp
*
*/
@media (max-width: 767px) {
  .notebook_app {
    padding-left: 0px;
    padding-right: 0px;
  }
}
#ipython-main-app {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook_panel {
  margin: 0px;
  padding: 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  height: 100%;
}
div#notebook {
  font-size: 14px;
  line-height: 20px;
  overflow-y: hidden;
  overflow-x: auto;
  width: 100%;
  /* This spaces the page away from the edge of the notebook area */
  padding-top: 20px;
  margin: 0px;
  outline: none;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  min-height: 100%;
}
@media not print {
  #notebook-container {
    padding: 15px;
    background-color: #fff;
    min-height: 0;
    -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
    box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  }
}
@media print {
  #notebook-container {
    width: 100%;
  }
}
div.ui-widget-content {
  border: 1px solid #ababab;
  outline: none;
}
pre.dialog {
  background-color: #f7f7f7;
  border: 1px solid #ddd;
  border-radius: 2px;
  padding: 0.4em;
  padding-left: 2em;
}
p.dialog {
  padding: 0.2em;
}
/* Word-wrap output correctly.  This is the CSS3 spelling, though Firefox seems
   to not honor it correctly.  Webkit browsers (Chrome, rekonq, Safari) do.
 */
pre,
code,
kbd,
samp {
  white-space: pre-wrap;
}
#fonttest {
  font-family: monospace;
}
p {
  margin-bottom: 0;
}
.end_space {
  min-height: 100px;
  transition: height .2s ease;
}
.notebook_app > #header {
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
}
@media not print {
  .notebook_app {
    background-color: #EEE;
  }
}
kbd {
  border-style: solid;
  border-width: 1px;
  box-shadow: none;
  margin: 2px;
  padding-left: 2px;
  padding-right: 2px;
  padding-top: 1px;
  padding-bottom: 1px;
}
/* CSS for the cell toolbar */
.celltoolbar {
  border: thin solid #CFCFCF;
  border-bottom: none;
  background: #EEE;
  border-radius: 2px 2px 0px 0px;
  width: 100%;
  height: 29px;
  padding-right: 4px;
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  /* Old browsers */
  -webkit-box-pack: end;
  -moz-box-pack: end;
  box-pack: end;
  /* Modern browsers */
  justify-content: flex-end;
  display: -webkit-flex;
}
@media print {
  .celltoolbar {
    display: none;
  }
}
.ctb_hideshow {
  display: none;
  vertical-align: bottom;
}
/* ctb_show is added to the ctb_hideshow div to show the cell toolbar.
   Cell toolbars are only shown when the ctb_global_show class is also set.
*/
.ctb_global_show .ctb_show.ctb_hideshow {
  display: block;
}
.ctb_global_show .ctb_show + .input_area,
.ctb_global_show .ctb_show + div.text_cell_input,
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border-top-right-radius: 0px;
  border-top-left-radius: 0px;
}
.ctb_global_show .ctb_show ~ div.text_cell_render {
  border: 1px solid #cfcfcf;
}
.celltoolbar {
  font-size: 87%;
  padding-top: 3px;
}
.celltoolbar select {
  display: block;
  width: 100%;
  height: 32px;
  padding: 6px 12px;
  font-size: 13px;
  line-height: 1.42857143;
  color: #555555;
  background-color: #fff;
  background-image: none;
  border: 1px solid #ccc;
  border-radius: 2px;
  -webkit-box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  box-shadow: inset 0 1px 1px rgba(0, 0, 0, 0.075);
  -webkit-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  -o-transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  transition: border-color ease-in-out .15s, box-shadow ease-in-out .15s;
  height: 30px;
  padding: 5px 10px;
  font-size: 12px;
  line-height: 1.5;
  border-radius: 1px;
  width: inherit;
  font-size: inherit;
  height: 22px;
  padding: 0px;
  display: inline-block;
}
.celltoolbar select:focus {
  border-color: #66afe9;
  outline: 0;
  -webkit-box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
  box-shadow: inset 0 1px 1px rgba(0,0,0,.075), 0 0 8px rgba(102, 175, 233, 0.6);
}
.celltoolbar select::-moz-placeholder {
  color: #999;
  opacity: 1;
}
.celltoolbar select:-ms-input-placeholder {
  color: #999;
}
.celltoolbar select::-webkit-input-placeholder {
  color: #999;
}
.celltoolbar select::-ms-expand {
  border: 0;
  background-color: transparent;
}
.celltoolbar select[disabled],
.celltoolbar select[readonly],
fieldset[disabled] .celltoolbar select {
  background-color: #eeeeee;
  opacity: 1;
}
.celltoolbar select[disabled],
fieldset[disabled] .celltoolbar select {
  cursor: not-allowed;
}
textarea.celltoolbar select {
  height: auto;
}
select.celltoolbar select {
  height: 30px;
  line-height: 30px;
}
textarea.celltoolbar select,
select[multiple].celltoolbar select {
  height: auto;
}
.celltoolbar label {
  margin-left: 5px;
  margin-right: 5px;
}
.completions {
  position: absolute;
  z-index: 110;
  overflow: hidden;
  border: 1px solid #ababab;
  border-radius: 2px;
  -webkit-box-shadow: 0px 6px 10px -1px #adadad;
  box-shadow: 0px 6px 10px -1px #adadad;
  line-height: 1;
}
.completions select {
  background: white;
  outline: none;
  border: none;
  padding: 0px;
  margin: 0px;
  overflow: auto;
  font-family: monospace;
  font-size: 110%;
  color: #000;
  width: auto;
}
.completions select option.context {
  color: #286090;
}
#kernel_logo_widget {
  float: right !important;
  float: right;
}
#kernel_logo_widget .current_kernel_logo {
  display: none;
  margin-top: -1px;
  margin-bottom: -1px;
  width: 32px;
  height: 32px;
}
#menubar {
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
  margin-top: 1px;
}
#menubar .navbar {
  border-top: 1px;
  border-radius: 0px 0px 2px 2px;
  margin-bottom: 0px;
}
#menubar .navbar-toggle {
  float: left;
  padding-top: 7px;
  padding-bottom: 7px;
  border: none;
}
#menubar .navbar-collapse {
  clear: left;
}
.nav-wrapper {
  border-bottom: 1px solid #e7e7e7;
}
i.menu-icon {
  padding-top: 4px;
}
ul#help_menu li a {
  overflow: hidden;
  padding-right: 2.2em;
}
ul#help_menu li a i {
  margin-right: -1.2em;
}
.dropdown-submenu {
  position: relative;
}
.dropdown-submenu > .dropdown-menu {
  top: 0;
  left: 100%;
  margin-top: -6px;
  margin-left: -1px;
}
.dropdown-submenu:hover > .dropdown-menu {
  display: block;
}
.dropdown-submenu > a:after {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  display: block;
  content: "\f0da";
  float: right;
  color: #333333;
  margin-top: 2px;
  margin-right: -10px;
}
.dropdown-submenu > a:after.pull-left {
  margin-right: .3em;
}
.dropdown-submenu > a:after.pull-right {
  margin-left: .3em;
}
.dropdown-submenu:hover > a:after {
  color: #262626;
}
.dropdown-submenu.pull-left {
  float: none;
}
.dropdown-submenu.pull-left > .dropdown-menu {
  left: -100%;
  margin-left: 10px;
}
#notification_area {
  float: right !important;
  float: right;
  z-index: 10;
}
.indicator_area {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#kernel_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  border-left: 1px solid;
}
#kernel_indicator .kernel_indicator_name {
  padding-left: 5px;
  padding-right: 5px;
}
#modal_indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
}
#readonly-indicator {
  float: right !important;
  float: right;
  color: #777;
  margin-left: 5px;
  margin-right: 5px;
  width: 11px;
  z-index: 10;
  text-align: center;
  width: auto;
  margin-top: 2px;
  margin-bottom: 0px;
  margin-left: 0px;
  margin-right: 0px;
  display: none;
}
.modal_indicator:before {
  width: 1.28571429em;
  text-align: center;
}
.edit_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f040";
}
.edit_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.edit_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.command_mode .modal_indicator:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: ' ';
}
.command_mode .modal_indicator:before.pull-left {
  margin-right: .3em;
}
.command_mode .modal_indicator:before.pull-right {
  margin-left: .3em;
}
.kernel_idle_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f10c";
}
.kernel_idle_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_idle_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_busy_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f111";
}
.kernel_busy_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_busy_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_dead_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f1e2";
}
.kernel_dead_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_dead_icon:before.pull-right {
  margin-left: .3em;
}
.kernel_disconnected_icon:before {
  display: inline-block;
  font: normal normal normal 14px/1 FontAwesome;
  font-size: inherit;
  text-rendering: auto;
  -webkit-font-smoothing: antialiased;
  -moz-osx-font-smoothing: grayscale;
  content: "\f127";
}
.kernel_disconnected_icon:before.pull-left {
  margin-right: .3em;
}
.kernel_disconnected_icon:before.pull-right {
  margin-left: .3em;
}
.notification_widget {
  color: #777;
  z-index: 10;
  background: rgba(240, 240, 240, 0.5);
  margin-right: 4px;
  color: #333;
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget:focus,
.notification_widget.focus {
  color: #333;
  background-color: #e6e6e6;
  border-color: #8c8c8c;
}
.notification_widget:hover {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  color: #333;
  background-color: #e6e6e6;
  border-color: #adadad;
}
.notification_widget:active:hover,
.notification_widget.active:hover,
.open > .dropdown-toggle.notification_widget:hover,
.notification_widget:active:focus,
.notification_widget.active:focus,
.open > .dropdown-toggle.notification_widget:focus,
.notification_widget:active.focus,
.notification_widget.active.focus,
.open > .dropdown-toggle.notification_widget.focus {
  color: #333;
  background-color: #d4d4d4;
  border-color: #8c8c8c;
}
.notification_widget:active,
.notification_widget.active,
.open > .dropdown-toggle.notification_widget {
  background-image: none;
}
.notification_widget.disabled:hover,
.notification_widget[disabled]:hover,
fieldset[disabled] .notification_widget:hover,
.notification_widget.disabled:focus,
.notification_widget[disabled]:focus,
fieldset[disabled] .notification_widget:focus,
.notification_widget.disabled.focus,
.notification_widget[disabled].focus,
fieldset[disabled] .notification_widget.focus {
  background-color: #fff;
  border-color: #ccc;
}
.notification_widget .badge {
  color: #fff;
  background-color: #333;
}
.notification_widget.warning {
  color: #fff;
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning:focus,
.notification_widget.warning.focus {
  color: #fff;
  background-color: #ec971f;
  border-color: #985f0d;
}
.notification_widget.warning:hover {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  color: #fff;
  background-color: #ec971f;
  border-color: #d58512;
}
.notification_widget.warning:active:hover,
.notification_widget.warning.active:hover,
.open > .dropdown-toggle.notification_widget.warning:hover,
.notification_widget.warning:active:focus,
.notification_widget.warning.active:focus,
.open > .dropdown-toggle.notification_widget.warning:focus,
.notification_widget.warning:active.focus,
.notification_widget.warning.active.focus,
.open > .dropdown-toggle.notification_widget.warning.focus {
  color: #fff;
  background-color: #d58512;
  border-color: #985f0d;
}
.notification_widget.warning:active,
.notification_widget.warning.active,
.open > .dropdown-toggle.notification_widget.warning {
  background-image: none;
}
.notification_widget.warning.disabled:hover,
.notification_widget.warning[disabled]:hover,
fieldset[disabled] .notification_widget.warning:hover,
.notification_widget.warning.disabled:focus,
.notification_widget.warning[disabled]:focus,
fieldset[disabled] .notification_widget.warning:focus,
.notification_widget.warning.disabled.focus,
.notification_widget.warning[disabled].focus,
fieldset[disabled] .notification_widget.warning.focus {
  background-color: #f0ad4e;
  border-color: #eea236;
}
.notification_widget.warning .badge {
  color: #f0ad4e;
  background-color: #fff;
}
.notification_widget.success {
  color: #fff;
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success:focus,
.notification_widget.success.focus {
  color: #fff;
  background-color: #449d44;
  border-color: #255625;
}
.notification_widget.success:hover {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  color: #fff;
  background-color: #449d44;
  border-color: #398439;
}
.notification_widget.success:active:hover,
.notification_widget.success.active:hover,
.open > .dropdown-toggle.notification_widget.success:hover,
.notification_widget.success:active:focus,
.notification_widget.success.active:focus,
.open > .dropdown-toggle.notification_widget.success:focus,
.notification_widget.success:active.focus,
.notification_widget.success.active.focus,
.open > .dropdown-toggle.notification_widget.success.focus {
  color: #fff;
  background-color: #398439;
  border-color: #255625;
}
.notification_widget.success:active,
.notification_widget.success.active,
.open > .dropdown-toggle.notification_widget.success {
  background-image: none;
}
.notification_widget.success.disabled:hover,
.notification_widget.success[disabled]:hover,
fieldset[disabled] .notification_widget.success:hover,
.notification_widget.success.disabled:focus,
.notification_widget.success[disabled]:focus,
fieldset[disabled] .notification_widget.success:focus,
.notification_widget.success.disabled.focus,
.notification_widget.success[disabled].focus,
fieldset[disabled] .notification_widget.success.focus {
  background-color: #5cb85c;
  border-color: #4cae4c;
}
.notification_widget.success .badge {
  color: #5cb85c;
  background-color: #fff;
}
.notification_widget.info {
  color: #fff;
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info:focus,
.notification_widget.info.focus {
  color: #fff;
  background-color: #31b0d5;
  border-color: #1b6d85;
}
.notification_widget.info:hover {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  color: #fff;
  background-color: #31b0d5;
  border-color: #269abc;
}
.notification_widget.info:active:hover,
.notification_widget.info.active:hover,
.open > .dropdown-toggle.notification_widget.info:hover,
.notification_widget.info:active:focus,
.notification_widget.info.active:focus,
.open > .dropdown-toggle.notification_widget.info:focus,
.notification_widget.info:active.focus,
.notification_widget.info.active.focus,
.open > .dropdown-toggle.notification_widget.info.focus {
  color: #fff;
  background-color: #269abc;
  border-color: #1b6d85;
}
.notification_widget.info:active,
.notification_widget.info.active,
.open > .dropdown-toggle.notification_widget.info {
  background-image: none;
}
.notification_widget.info.disabled:hover,
.notification_widget.info[disabled]:hover,
fieldset[disabled] .notification_widget.info:hover,
.notification_widget.info.disabled:focus,
.notification_widget.info[disabled]:focus,
fieldset[disabled] .notification_widget.info:focus,
.notification_widget.info.disabled.focus,
.notification_widget.info[disabled].focus,
fieldset[disabled] .notification_widget.info.focus {
  background-color: #5bc0de;
  border-color: #46b8da;
}
.notification_widget.info .badge {
  color: #5bc0de;
  background-color: #fff;
}
.notification_widget.danger {
  color: #fff;
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger:focus,
.notification_widget.danger.focus {
  color: #fff;
  background-color: #c9302c;
  border-color: #761c19;
}
.notification_widget.danger:hover {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  color: #fff;
  background-color: #c9302c;
  border-color: #ac2925;
}
.notification_widget.danger:active:hover,
.notification_widget.danger.active:hover,
.open > .dropdown-toggle.notification_widget.danger:hover,
.notification_widget.danger:active:focus,
.notification_widget.danger.active:focus,
.open > .dropdown-toggle.notification_widget.danger:focus,
.notification_widget.danger:active.focus,
.notification_widget.danger.active.focus,
.open > .dropdown-toggle.notification_widget.danger.focus {
  color: #fff;
  background-color: #ac2925;
  border-color: #761c19;
}
.notification_widget.danger:active,
.notification_widget.danger.active,
.open > .dropdown-toggle.notification_widget.danger {
  background-image: none;
}
.notification_widget.danger.disabled:hover,
.notification_widget.danger[disabled]:hover,
fieldset[disabled] .notification_widget.danger:hover,
.notification_widget.danger.disabled:focus,
.notification_widget.danger[disabled]:focus,
fieldset[disabled] .notification_widget.danger:focus,
.notification_widget.danger.disabled.focus,
.notification_widget.danger[disabled].focus,
fieldset[disabled] .notification_widget.danger.focus {
  background-color: #d9534f;
  border-color: #d43f3a;
}
.notification_widget.danger .badge {
  color: #d9534f;
  background-color: #fff;
}
div#pager {
  background-color: #fff;
  font-size: 14px;
  line-height: 20px;
  overflow: hidden;
  display: none;
  position: fixed;
  bottom: 0px;
  width: 100%;
  max-height: 50%;
  padding-top: 8px;
  -webkit-box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  box-shadow: 0px 0px 12px 1px rgba(87, 87, 87, 0.2);
  /* Display over codemirror */
  z-index: 100;
  /* Hack which prevents jquery ui resizable from changing top. */
  top: auto !important;
}
div#pager pre {
  line-height: 1.21429em;
  color: #000;
  background-color: #f7f7f7;
  padding: 0.4em;
}
div#pager #pager-button-area {
  position: absolute;
  top: 8px;
  right: 20px;
}
div#pager #pager-contents {
  position: relative;
  overflow: auto;
  width: 100%;
  height: 100%;
}
div#pager #pager-contents #pager-container {
  position: relative;
  padding: 15px 0px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
div#pager .ui-resizable-handle {
  top: 0px;
  height: 8px;
  background: #f7f7f7;
  border-top: 1px solid #cfcfcf;
  border-bottom: 1px solid #cfcfcf;
  /* This injects handle bars (a short, wide = symbol) for 
        the resize handle. */
}
div#pager .ui-resizable-handle::after {
  content: '';
  top: 2px;
  left: 50%;
  height: 3px;
  width: 30px;
  margin-left: -15px;
  position: absolute;
  border-top: 1px solid #cfcfcf;
}
.quickhelp {
  /* Old browsers */
  display: -webkit-box;
  -webkit-box-orient: horizontal;
  -webkit-box-align: stretch;
  display: -moz-box;
  -moz-box-orient: horizontal;
  -moz-box-align: stretch;
  display: box;
  box-orient: horizontal;
  box-align: stretch;
  /* Modern browsers */
  display: flex;
  flex-direction: row;
  align-items: stretch;
  line-height: 1.8em;
}
.shortcut_key {
  display: inline-block;
  width: 21ex;
  text-align: right;
  font-family: monospace;
}
.shortcut_descr {
  display: inline-block;
  /* Old browsers */
  -webkit-box-flex: 1;
  -moz-box-flex: 1;
  box-flex: 1;
  /* Modern browsers */
  flex: 1;
}
span.save_widget {
  margin-top: 6px;
}
span.save_widget span.filename {
  height: 1em;
  line-height: 1em;
  padding: 3px;
  margin-left: 16px;
  border: none;
  font-size: 146.5%;
  border-radius: 2px;
}
span.save_widget span.filename:hover {
  background-color: #e6e6e6;
}
span.checkpoint_status,
span.autosave_status {
  font-size: small;
}
@media (max-width: 767px) {
  span.save_widget {
    font-size: small;
  }
  span.checkpoint_status,
  span.autosave_status {
    display: none;
  }
}
@media (min-width: 768px) and (max-width: 991px) {
  span.checkpoint_status {
    display: none;
  }
  span.autosave_status {
    font-size: x-small;
  }
}
.toolbar {
  padding: 0px;
  margin-left: -5px;
  margin-top: 2px;
  margin-bottom: 5px;
  box-sizing: border-box;
  -moz-box-sizing: border-box;
  -webkit-box-sizing: border-box;
}
.toolbar select,
.toolbar label {
  width: auto;
  vertical-align: middle;
  margin-right: 2px;
  margin-bottom: 0px;
  display: inline;
  font-size: 92%;
  margin-left: 0.3em;
  margin-right: 0.3em;
  padding: 0px;
  padding-top: 3px;
}
.toolbar .btn {
  padding: 2px 8px;
}
.toolbar .btn-group {
  margin-top: 0px;
  margin-left: 5px;
}
#maintoolbar {
  margin-bottom: -3px;
  margin-top: -8px;
  border: 0px;
  min-height: 27px;
  margin-left: 0px;
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<div class=" highlight hl-ipython3"><pre><span></span><span class="kn">import</span> <span class="nn">time</span>

<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">sklearn.datasets</span>
<span class="kn">import</span> <span class="nn">tensorflow</span> <span class="k">as</span> <span class="nn">tf</span>

<span class="c1"># Prints numpy arrays nicer</span>
<span class="n">np</span><span class="o">.</span><span class="n">set_printoptions</span><span class="p">(</span><span class="n">precision</span><span class="o">=</span><span class="mi">2</span><span class="p">,</span> <span class="n">suppress</span><span class="o">=</span><span class="kc">True</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">100</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">boston_housing</span> <span class="o">=</span> <span class="n">sklearn</span><span class="o">.</span><span class="n">datasets</span><span class="o">.</span><span class="n">load_boston</span><span class="p">()</span>
<span class="c1"># Uncomment the following line for a description of the dataset.</span>
<span class="c1"># print(boston_housing[&#39;DESCR&#39;])</span>
<span class="c1"># Consider only the number-of-rooms feature for this experiment.</span>
<span class="n">xs</span> <span class="o">=</span> <span class="n">boston_housing</span><span class="o">.</span><span class="n">data</span><span class="p">[:,</span> <span class="nb">list</span><span class="p">(</span><span class="n">boston_housing</span><span class="o">.</span><span class="n">feature_names</span><span class="p">)</span><span class="o">.</span><span class="n">index</span><span class="p">(</span><span class="s1">&#39;RM&#39;</span><span class="p">)]</span>
<span class="n">ys</span> <span class="o">=</span> <span class="n">boston_housing</span><span class="o">.</span><span class="n">target</span>

<span class="n">data</span> <span class="o">=</span> <span class="nb">list</span><span class="p">(</span><span class="nb">zip</span><span class="p">(</span><span class="n">xs</span><span class="p">,</span> <span class="n">ys</span><span class="p">))</span>

<span class="c1"># Perform 60% / 40% training/test split</span>
<span class="n">split_index</span> <span class="o">=</span> <span class="nb">int</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">data</span><span class="p">)</span> <span class="o">*</span> <span class="mf">0.6</span><span class="p">)</span>
<span class="n">train_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[:</span><span class="n">split_index</span><span class="p">]</span>
<span class="n">test_data</span> <span class="o">=</span> <span class="n">data</span><span class="p">[</span><span class="n">split_index</span><span class="p">:]</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num training examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Num testing examples:&#39;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">test_data</span><span class="p">))</span>
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<pre>Num training examples: 303
Num testing examples: 203
</pre>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="c1"># Hyperparameters</span>
<span class="n">learning_rate</span> <span class="o">=</span> <span class="mf">0.005</span>
<span class="n">num_epochs</span> <span class="o">=</span> <span class="mi">100</span>

<span class="c1"># Model Definition</span>
<span class="n">x</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">placeholder</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">float32</span><span class="p">)</span>

<span class="n">m</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="mf">1.0</span><span class="p">)</span>
<span class="n">b</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">Variable</span><span class="p">(</span><span class="mf">0.0</span><span class="p">)</span>

<span class="n">y_prediction</span> <span class="o">=</span> <span class="n">x</span> <span class="o">*</span> <span class="n">m</span> <span class="o">+</span> <span class="n">b</span>

<span class="n">loss</span> <span class="o">=</span> <span class="p">(</span><span class="n">y</span> <span class="o">-</span> <span class="n">y_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span>
<span class="n">train_op</span> <span class="o">=</span> <span class="n">tf</span><span class="o">.</span><span class="n">train</span><span class="o">.</span><span class="n">GradientDescentOptimizer</span><span class="p">(</span><span class="n">learning_rate</span><span class="p">)</span><span class="o">.</span><span class="n">minimize</span><span class="p">(</span><span class="n">loss</span><span class="p">)</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="k">with</span> <span class="n">tf</span><span class="o">.</span><span class="n">Session</span><span class="p">()</span> <span class="k">as</span> <span class="n">sess</span><span class="p">:</span>
    <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">tf</span><span class="o">.</span><span class="n">global_variables_initializer</span><span class="p">())</span>

    <span class="c1"># Training</span>
    <span class="n">time_before</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="n">losses</span> <span class="o">=</span> <span class="p">[]</span>  <span class="c1"># Storing losses so we can plot them later</span>
    <span class="k">for</span> <span class="n">epoch</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="n">num_epochs</span><span class="p">):</span>
        <span class="n">np</span><span class="o">.</span><span class="n">random</span><span class="o">.</span><span class="n">shuffle</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="n">cumulative_loss</span> <span class="o">=</span> <span class="mi">0</span>
        <span class="k">for</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">train_y</span> <span class="ow">in</span> <span class="n">train_data</span><span class="p">:</span>
            <span class="n">_loss</span><span class="p">,</span> <span class="n">_train_op</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span>
                <span class="p">(</span><span class="n">loss</span><span class="p">,</span> <span class="n">train_op</span><span class="p">),</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">y</span><span class="p">:</span> <span class="n">train_y</span><span class="p">})</span>
            <span class="n">cumulative_loss</span> <span class="o">+=</span> <span class="n">_loss</span>
        <span class="n">average_loss</span> <span class="o">=</span> <span class="n">cumulative_loss</span> <span class="o">/</span> <span class="nb">len</span><span class="p">(</span><span class="n">train_data</span><span class="p">)</span>
        <span class="k">if</span> <span class="n">epoch</span> <span class="o">%</span> <span class="mi">5</span> <span class="o">==</span> <span class="mi">4</span><span class="p">:</span>
            <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Epoch: </span><span class="si">{}</span><span class="s1">, Loss: </span><span class="si">{}</span><span class="s1">&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">epoch</span> <span class="o">+</span> <span class="mi">1</span><span class="p">,</span> <span class="n">average_loss</span><span class="p">))</span>
        <span class="n">losses</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">average_loss</span><span class="p">)</span>
    <span class="n">time_after</span> <span class="o">=</span> <span class="n">time</span><span class="o">.</span><span class="n">time</span><span class="p">()</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Training took </span><span class="si">{:.2f}</span><span class="s1">s.&#39;</span><span class="o">.</span><span class="n">format</span><span class="p">(</span><span class="n">time_after</span> <span class="o">-</span> <span class="n">time_before</span><span class="p">))</span>

    <span class="c1"># Introspection</span>
    <span class="nb">print</span><span class="p">()</span>
    <span class="n">_m</span><span class="p">,</span> <span class="n">_b</span> <span class="o">=</span> <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">([</span><span class="n">m</span><span class="p">,</span> <span class="n">b</span><span class="p">])</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated m:&#39;</span><span class="p">,</span> <span class="n">_m</span><span class="p">)</span>
    <span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Estimated b:&#39;</span><span class="p">,</span> <span class="n">_b</span><span class="p">)</span>

    <span class="c1"># Prediction</span>
    <span class="n">train_ys</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">train_x</span><span class="p">,</span> <span class="n">train_y</span> <span class="ow">in</span> <span class="n">train_data</span><span class="p">:</span>
        <span class="n">train_ys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">train_y</span><span class="p">)</span>
        <span class="n">train_ys_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span>
            <span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">train_x</span><span class="p">}))</span>
    <span class="n">train_ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)</span>
    <span class="n">train_ys_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">train_ys_prediction</span><span class="p">)</span>

    <span class="n">test_ys</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="p">[]</span>
    <span class="k">for</span> <span class="n">test_x</span><span class="p">,</span> <span class="n">test_y</span> <span class="ow">in</span> <span class="n">test_data</span><span class="p">:</span>
        <span class="n">test_ys</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">test_y</span><span class="p">)</span>
        <span class="n">test_ys_prediction</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sess</span><span class="o">.</span><span class="n">run</span><span class="p">(</span><span class="n">y_prediction</span><span class="p">,</span> <span class="n">feed_dict</span><span class="o">=</span><span class="p">{</span><span class="n">x</span><span class="p">:</span> <span class="n">test_x</span><span class="p">}))</span>
    <span class="n">test_ys</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)</span>
    <span class="n">test_ys_prediction</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="n">test_ys_prediction</span><span class="p">)</span>
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<pre>Epoch: 5, Loss: 48.40947745763543
Epoch: 10, Loss: 38.886413572570106
Epoch: 15, Loss: 33.61355180512128
Epoch: 20, Loss: 29.768931613663916
Epoch: 25, Loss: 27.77081131284865
Epoch: 30, Loss: 23.134311944544677
Epoch: 35, Loss: 23.88081098165115
Epoch: 40, Loss: 21.228454318700845
Epoch: 45, Loss: 21.1078274788631
Epoch: 50, Loss: 20.931584755304776
Epoch: 55, Loss: 21.26800177658824
Epoch: 60, Loss: 21.188457842533193
Epoch: 65, Loss: 20.82293230503192
Epoch: 70, Loss: 21.52339536811556
Epoch: 75, Loss: 19.791747233886294
Epoch: 80, Loss: 21.302137522019994
Epoch: 85, Loss: 20.68662288802712
Epoch: 90, Loss: 20.718219256737495
Epoch: 95, Loss: 21.017585841071742
Epoch: 100, Loss: 19.272370944078503
Training took 10.57s.

Estimated m: 10.720295
Estimated b: -45.787754
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<div class="prompt input_prompt">In&nbsp;[5]:</div>
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    <div class="input_area">
<div class=" highlight hl-ipython3"><pre><span></span><span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Loss over Time&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Epoch&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Loss&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="nb">range</span><span class="p">(</span><span class="nb">len</span><span class="p">(</span><span class="n">losses</span><span class="p">)),</span> <span class="n">losses</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<div class=" highlight hl-ipython3"><pre><span></span><span class="n">train_mean_squared_error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">train_ys</span> <span class="o">-</span> <span class="n">train_ys_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>
<span class="n">test_mean_squared_error</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">mean</span><span class="p">((</span><span class="n">test_ys</span> <span class="o">-</span> <span class="n">test_ys_prediction</span><span class="p">)</span> <span class="o">**</span> <span class="mi">2</span><span class="p">)</span>

<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Squared Error on Training data:&#39;</span><span class="p">,</span> <span class="n">train_mean_squared_error</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Mean Squared Error on Testing data:&#39;</span><span class="p">,</span> <span class="n">test_mean_squared_error</span><span class="p">)</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Actual vs Predicted Data Points: Training Set&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Actual House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">train_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">train_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">train_ys</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">train_ys</span><span class="p">,</span> <span class="n">train_ys_prediction</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#458588&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>

<span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">dpi</span><span class="o">=</span><span class="mi">150</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="s1">&#39;Actual vs Predicted Data Points: Testing Set&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">xlabel</span><span class="p">(</span><span class="s1">&#39;Actual House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">ylabel</span><span class="p">(</span><span class="s1">&#39;Predicted House Price&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">([</span><span class="nb">min</span><span class="p">(</span><span class="n">test_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)],</span> <span class="p">[</span><span class="nb">min</span><span class="p">(</span><span class="n">test_ys</span><span class="p">),</span> <span class="nb">max</span><span class="p">(</span><span class="n">test_ys</span><span class="p">)],</span>
         <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#1D2021&#39;</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;--&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">test_ys</span><span class="p">,</span> <span class="n">test_ys_prediction</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;#CC241D&#39;</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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<pre>Mean Squared Error on Training data: 21.24827236973569
Mean Squared Error on Testing data: 82.41702183899363
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